{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "img= cv2.imread(\"images/1-Saint-Basils-Cathedral.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(600, 394, 3)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(236400, 3)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape\n",
    "\n",
    "all_pixels=img.reshape((-1,3))\n",
    "\n",
    "all_pixels.shape\n",
    "\n",
    "all_pixels.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualizing The Image through K-Means sklearn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "k=9\n",
    "km=KMeans(n_clusters=k)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KMeans(n_clusters=9)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "km.fit(all_pixels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[109.20149192,  50.22839969,  18.10027141],\n",
       "       [ 50.13145887, 104.86508817, 225.1481687 ],\n",
       "       [138.57033741, 165.25865777, 210.53563218],\n",
       "       [ 13.16715028,  23.64474985,  28.380632  ],\n",
       "       [216.13697559, 231.69339008, 241.08677148],\n",
       "       [115.81817486,  83.88398213,  54.80980217],\n",
       "       [ 64.55653465,  63.74019802,  96.70716172],\n",
       "       [ 17.6231012 ,  39.10750715, 166.05547809],\n",
       "       [102.95809137, 110.44454123, 130.17479675]])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "km.cluster_centers_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "centers=np.array(km.cluster_centers_,dtype=\"uint\")\n",
    "#uint8 to represent number btw 0-255 8 bit integer is sufficient "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[109,  50,  18],\n",
       "       [ 50, 104, 225],\n",
       "       [138, 165, 210],\n",
       "       [ 13,  23,  28],\n",
       "       [216, 231, 241],\n",
       "       [115,  83,  54],\n",
       "       [ 64,  63,  96],\n",
       "       [ 17,  39, 166],\n",
       "       [102, 110, 130]], dtype=uint32)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "centers "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### plot all these color ( data centres)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Jz5zZWyJBSUypCx80S+uvOjHDdEavVdqsZh5AcEU10AetheHeNdc22+vGrfPsh7djhXFRqXBg1YseXfZ1q75D5brC9ct5gz6YHwezq+p3MOvk1bO110zpYlVefBe3zkO6V09TLbfDBb0TqLV/iU5ch6zpu9Gzrke2ZD/Qwgy7DxMZi/sTeyv3PjH7L2Pj1rnsTtAwHhO0d8zLr3x+COx1rA37+CO548hjA402u/DB7GuYVXn1OycO0wF/3iZ2NGrqrsYhybkvsRbmxqfOgTqLqvowsYZeq87PjmnyLPsiTQfwBhU6aGwNA2R3t68wJw1FzW6R6J1tXRobDmapwS9gVuXVAl/JTkkb8FlWT9GDJQqjugUoPb28WXl6oNjqGtP78dbDncIpmRxgnxA/fmYy2Q8RUIoHjQjlTmLRozCETaJhE555tqe56MGss/+HMWvk+Stju41Vd+PASUt2cvNijGS2ZFvFy6xMxoaes5CmektodXDHUvM+tuv6a2fMdiW0dpFor8R7jNNVOA8EOEQMCKfykm3yPIiProPZBzGb5P7B90wtvFvi5MVtkaXC5sAa7ZAfvsRSgsCcVoI6WP9wMdPs5kfsJyUw2v8uBuUE2pMus2ndms8PfsPdSXZxcsOaIz14thzMwvas6Xcxm+Td43s3MwVP3NOV0UhmqsRGjf6mk9nxUDXrkb4I3eEn3dLY15RDfeR7ZxKPZlbHX01sKulNXrGLyxzMvodZI68W+Co3xriYvf9nFLYLpfsCe/rhAHiwcxRRP73YsGwOUx52bmzOq4SHPgG9USVA8ssJ8KHaEWki188WKv2vZm4EbO+Y3mY9gh9gXWupPTD+BO7B7HuYDfJqga9klzbkVZC/CqF/dod9IkD0lPuAl7WbDwrHg81oS9HHUzvoFD5F2xl4ZzwNKtT5vW7zMGda7duRBIWwvo7gv9SGZP3TCHcw+x5mg/x5aUwPtEJ+iZxZbdTbzDuK7q5XLWBz7AFsi1Z9pUzjC9tb7HIKDIDuJNEkFE+gIFdrrYN18Q97awon2CRNHEz9wayXX8BskNdLYxb/ZbWg5GOj3sq95XckzVtsK26pT7YEYzUc2NvaiMe82OC0/KyjY0fMw6U+hvVdvS6HjTtOsUkOZq7iQ5gN8uqVsXFevvKoX2Ys0gV+AaEqXAfsdsgp5m+FKU+kVTvzM6NgxzAQKNg0mNwfK8RgwC3hg2WGEwljmo7Hzty3eTAbjn8UM5ZXJ2cxHqInay2+XrG8sYN4B8iVhMq0syKpDzmn6wuNcmutchu+W/IGdUxojfwmPDNpx4F70fz8iROwhDm3XEsnxV2Zg9n6WcxY3r1sbdNs2yKK8CxmNNYAT2Zwp0jXIGY4Tlc09kUVLon2PrJue6sOZiSF2ufRos+hCnLZdNkoy5fi0FmF4lxQqFD3hjCmkVJaIy+beDDrK/wiZiQv1q1dAZpvkcry7WgZm+zNkPxvXZ1EVkkmyoyHsfPPy+lah6jLr+ttqsF+FeN2hTKcSL21LrmxHK9wzW2h8rOuKc2cAF0ExMEsW/2zmA3yeuSsWoLppLTyYsxOJYnSVjDLKIIkWrXMdRQPF7y81FeATRS683WIk+l5nC/lmq1dUx/B/YMZGrs+gRnJuy9by/IXVGOohiDgoxFKeajHtjjdCSXpOcZ4rbUJnZdRL7vWql8Pbjoovj50XXYJaLiRxMT4GpaxNPieEJKsY+1uRbOsblZUvs/KMURHGlsPZus7mDXy6vE91WuE1tjJDeBtd2eszYx+XXHDRgpRlKhrL612sxHddRTbkdhGRQz00HXa6wXLIvvNpsJ+4pXKS8vl3LgexBbQ73XLdU1stehvvTmYfRGzRt7drRXaQWATlVAlXXEHzu+7c9FIjD7E7azijbAt3I5VSyCaDZKqtnMLACXbf8PXft0FddZa0vzQnOKy4hWqWEM1o6ja6c3bxpSD2YcwY/nT0piCLVuCQJLvKx0nBdcuUpMz944V262cFsxFRFXbceB1YH9Oo7bBtnEe9UiDTcV0gsAIVE4qO9TZzml0WQezL2Jm8qeTk7119fSBjvSTs1jJflqV3hfEoOJuIXvxLU5gOje9Pq6E5n2s+lIx0U2B0UJpR4Z0mnrVUhYLTruu5fgJtDzNBHBvWfhgRubtOr+M2SUvVt9D6b4yBcN6qYsc2Ux7qK6TNrIobXNdn1xVgsV6HIt5RpTqquX40CBD2UhP9hdfIVNSQdC32xFoUcxHjP9U92D2Rcw6ebH6Xsj9QNyZMAzZCoxCTNWtMlFmLZXuyuE0ZeIq1UIdb2p0NyGm5Sz6UWGKXHjqHZMN8Nmcllrc9sEMs76BWSd/vuZktku5de5wo6tn5VcM/JTwPGPIZMgZ0w/EbCsPGaS+1d2WvRtruMmnsa+342C2IP+3MTN5f3IOhFrnTDTPVyqs/XXKDS025brrgqZMonFg1tuLncFVxXS7prk1ok2//aFeF+kFQ+XKu1sUqug+mH0PM5D3J6cRE89bZFFAN/+YjTxXEZjipEAJbvq294F9v9Gz0T+0IZEb0fs0aGAnkJyHK6WXnwwY9E7HytzZxpIutBSdF6knCcZhGI0OZnbwAcxAXr8ydv3tdcyYSS1A/Pq4wMPOQGPXwmZEeQLxsiyFmCk04yqvNePMNnSamzWCy5nZSV0rlu+ANtwW2ewLEUn+W+p2ImzrRcSWsdBUP4OXffL4YN3enYPZxzBjeX7wXfENBknk5pa4BYZWLadL6GcguoBQICDLYlLxMleDag9Qy1r8Eiw+MJ1ZPxqSpbUeHpgvXoUMwl5H7qQHwdPJEFtd+2FwcDS9dI91hXS5pQ3zHsy+h1kj9+vWusHEErCj1FasDbz/2zctlCtt7iSaYk7xbFkJsYjH5jr73YpBNZsCAWhHnAHVtQKbJ1B2orEfAQIurZQNo5OzMzBn+YCWaMSgxCWDgKFLD4MfzD6F2SS3IydwQ6xe4YFoWIbqXP8tgwvtfCIRXg9NKNf3oGEsk/XNPJVaECjJLLjBxld8MiG3zhfGRCZP6oFlLa6pTybUecTAZPb1YPYVzCZ5fUMoB0ZqMF5qQDLu5O5H2argVcO3LF/kvldU3w3EzJNUT1u9ucPctz16ehOCg5ntfwczlBevjGm23p5RioQ4jvF6waRioYL88BaoeGW37rgGI3J2UgZ1ov1ap/+oDtqXJyOl6Y4ZsVRaHqAx/CYrkoUT2lJu78FskXO/jVkjL14ZswY0jvnWsfju3vLUBcorTEkgyO/IJJfqFqci5a9Yt59eIHoCx/20qz6bCqV2PKJDcUz7Zm+HrGQAlTmYfQ+zRt5Na3HpB1SuuhjSpcWKfDscg2BBFiyUbe+INfUnGwSIOANwgfpv50qd/c/BJKKGKtY5mp7JDFwYHDSwj6Q/d86D2ecwI3l5zdlNoi82LqoRNCDuUp/jNjwS1rqAwbBBYfDRidk64NNcLAVSwTTuzK25KzrY0AaDxQzsBA0d1aqwn3fxPJjlCp/ALMu7TwDSPttb+4U44zKp8LSACc5ZF5Sn15uwrsTSE+lHdvYj1WlsRpZPgQwHqh+kf9ct/tA+D1JpgYLODujwheSpw/Cl5cGM/SD9u+6/G7NJ3n0CcK38ZrhmQmjfOGDiRnbJ9uXZ2P6Xf0PvERSwMW7IVW8xvbVZVm2B2Lr4AQXp1cjsDxK/LBps7PN16iPJ+FYI2g760F7WfzAjP6DgL2E2yR/eSslo6JCFCa3JVPd+ZH9cz63Rwcbo1kM2SS2VWm2C1tfNvaSzd45/N5eCYQL/nqRt5GD2PcxCXp+cSntSM6CEjfXa5nc2Tb709t9D62V8PvL8gk/uBn0vgBfrm+khxeWN3IG4Wbl8h/YV6g+2HczS3i9hhvKHhxAwCLDqqFSmvO7m6coM1RtoAZ4nQbl+F86Oq9XbxnqTHRlg1u7EKMvnVthxUHdnST3aD25tfV0Jk2JL6pL4AFiHw8Hsa5ihvB856VNMHhKtVxe2BGJObOYR03wl5SG42vabWP0M0+xY6jFFZOpm3Km6bhCWTX5Emi71O5DXixSK1ldb2hjsNndPCZJu/DqYfQ4zlPcjZxuLi4VzAxoX/JguUcWjniiM2TKOcqh1UWJZYzRsYyfU2y+mkR3mWmPOKnMbb6rpMoK7ku0eOmjrTwei+WEhocYPZlzm9zFDebfi+5h+cUAd1CV2WY+svMPHqVzHSJnV1pocFMZi4ZQNwQWyznZZv5psx0O70LibgRGiozrJRWFmlG3RGiZupqYfzPzwlzBr5PnL1pOSjhCHJ0Ye01Bt1zkGO3CZ/nabGLBpm/vaZNvUkbAOg9PV76aJU7s0arWdgsGH8qMdB7Pfw2yQF1+2NqpqLLOG7JaYr2sK9XWzpWAd1hVUVz4BgFsUjbfKjUXteKwDiLYf0qE6oR+pmC7i8XagD0BI74N+LNdOhSyme5t0keJJ78EM6mKdH8NskOeR05XBKd8+vRyshJOYi0Egv7UspheJWe8Ms8fQ7OaGt/vCaxVvpy+toEncfvVjLIZzKfQHTfkTvUMe9HRv4m5oZDMOZp/AbJAXI2cDSsuKWAcNAhZvpwUAbMegWnZyAdm6R9+bIOPokQcBAM/SIyONMSXerdGR1/repBU/eJ4nEUvSqViGdRzMfhezQf75pTEts0wNDGRjJPKgI+Vuft/llTJ3I0k372mMQHPb0Qe2d7HAjmLHpVM0U6jJhe6a0J57g4FxrXVzp3Iw9GAG+n8EM5AXJydp0ZwcViKopcBVhQzryGpq/o5N7x4eboM66HmWjVqa8Q2KcWRpmbVJ9ykQjFzcdidl9DqYZV1fwKzKi5Pzhn2SHc1Uiloua58+Td/TlukRit7quWF/7nAN4XKHrr+KDY3LQz6POH6eQNzsyWqF9DYMk00Hs+9gVuV59T0extPURvM+EUVhx83OPWsq/B8h9cyUr7TbVZZc1GJXn4M0uyuz9Qt7M1MOAjbHynIwwvEUijsf6k6jHDxW1pl0MPt5zCa5f2XMmEHXKjcHZBEjiRvsNnaMoULpxaPOl1TS8rUBQ+jYK8LsBot0pGwv6vr7elYXpnjeQYil69M3Cxg22hS24m5EA6eib2UP/Ohg9jnMJvnD5xgktFHQwoLL8wQSswgHBylfCWB4dCt1K7GyjXuFCBFd6jHaFIOR5JqhxHt7XkeuyRI5GP4MURdqbxTsRFqzbvWmjIOZ1/kKZiAvfkpptLet0U5hwpaG8pbS4i0Fqm9lGgfLVAE/wOq2VfZ2fbIocsSQYyyiUDPwZNuIlRVtwo2sJo4L4tPYdDBbn8NskPcPIbCgcma1juXkRZmhih9wncbBkmTYpvYnmqQdbmeaxqDOhoR5ECjqqX4qa000Pjd97GD2RcwGeRw5Y748aNWwalo3Js87ch071n19lKYpNKPxsqJraXOTQldExOvDQ1+6+g5DPmV2I9utDPp2N0e5YXBTj2anipCGNzDLynW05sbB7GOYDfLud06JcOUpw87bXgtRSDRPY72scix4fSS5CrPxVV3q7XhZHhF84eDCVsIPnp51Pvt/nqdwUGXhAsQl5NKmRtmtvvrS0Pm67BeKTzwHAz34YFbyUqM/h1mVF5+d3yCqfzIG/BK3iWsl44jK0Zxn/riRZtVy6I57K+1xlvANa1vJ3EzOswP1OKFBK8WpdaHJ7cYEbcrWtHzCHcy+g1kn71dCIJK80VnE1xDV3rHnxtMmNPgbwpE86S6zIspjrsWy3Ewn3imaEeauTt/tlqOo+xNgUVbG+sX+g9nnMEN5sW7t9fqNLUzfKdN1PzyjJR6QJ+MQGQ+0lqx7ifJ3syJ89fiubN9Jcur1RS+0E151Uq57E7uXCHLNg1lvUk77LcwmebFu7fX6jQ6TC7NDmscdbtnWWKZJtsppdoFTMtTfoa59eS7WWSpjmZ2nnEbTwSVO2zHJ7Gm8Y9YUl1DleWxbUqkHs67Ur2M2yctprf1I3dBIavGGH0uAVjulwelBvBOr9x6V6A/llczsBKtqLSt3frJ++ma6kC2uMx1fH2q9fA/U7eXhWxzoF/OD2Vb9GcyyvP9Wiq7FdxGqWppcoJ+UNM4/rCz8aWH4Rpk0+StC7KSssO1M4KmJ1LjGpIra4bmVLx3ezHeIeON4s7bs+ns/vfw8PhhO7RzMUsbvY5bl9bdSlsTnxvG5RSTK2Ki3q7hd8DgXkxEGiUhO0twkKtrDyCpa7HCIlSBhMKB0x9DWv5VS0Q+lCmbHtdpk5Mb14NpLUQ7XhMmHytq5mC5VhX0ocDBLqb+K2SSvv5ViwHo6kIlNd2JjLBkBsTU73R4v3xjXDfVCzCfRti9KkRhWdmdgulvt8fSicukX9vUdjQwxPzSOl6y442mWbwPxavDumyUQ3SpqdWWJxFXUwex7mE3yt2+l+Ps3cK+K5g9KVVLEWgYE8G2jNqXRAQxuk1GJ/MT6trCURl9AwMqW6dV6exf/DXKugg2hUuFeCU5CGpBwuSZLQ8bEvgez72EW8m7dWm8sDA6iQGPptdbuxbvJqK3GGczqc2fJO2xN5APTx75k/VVVa1O4d1PY7/ZpTitYdj2qaVg5qylXluMwO9fB7GuYNfLis/Pwt4wlu0JNg3joxNIbBbOapj5nVL2JxRdhclP9lZTeMZvRA6LZNtwKJbKa3VHKgDAbejBzOz6EWSMPJ6dFj9x4OOmTI/YP+o3nwpRHfEuI2YHgEVAjvUqUrnKK/s5K2PeNBvvKgqlOJ9BeqxtMTWXBV/Kv6BCy/3Z6dDD7Hma9PJycFj3BmI32tHlDz1Cb/iQqkqBPobKFnoXqWmEL40r6u1vrYaZg1WWM68fDA82pUuorBDtPZXTX0yad7HN95ZxrRj6Mx8HsQ5j18ryGEB13r8Txe2tGXJ0NSnmOoYL/1G56qx13qS7bkI5bW2pkUJ+sbIvqqh1Gwh93C8rweeAdEHFWSGd/uDnwea3800kXu4PZ72M2yX/OWWA0khCAhCTleTsjpUF9J2VLN303RPdo41/qatiW3n6wdOqg0tSzYytQHrK+q8/x4/iSP0L2eD1Zy9f24bIHs1LPjq3AT2E2yLsbQuX4Zl7Ulr/RO+Tf2PzPlb2x52JCplD1fC7/ZEUz4yn10gvAXcUuf6o7xfRg1h//EmaN/OF3ThTp99mJGw333wbu+1M3ZWuaHRq8FHRE2rR85Us+vin6pOm+DM8nYdf7WhnqsNibCBzM3jT8S5i9WEMIrjxae5W2ttcVjhz+nSu9WsTz+Y3QtKLGGEaFnX2DgK9Pqj5cP6DrjLmL3nbYQGm28u6BALNJMM8OBjwOZq31P43ZIH/4kNF0kWB31cQbtquCWhyuF7Z4oBTySlP3LJMZu+PqegHgdUqw0O7GCs1+xRe2qm8lft3MUmThRUjuvGgg35oXLty3eTD7fcwGef3K2KQxPb4ray1VKK29c0v3Q8QW1otlg1iImfypbctD7rPeZTXFywRh8bQCfnXDbzViW00IbC2bHP5qUe10cQZg+VwsB+q+a0dcUVfP5wez72CW5fZubYhsLrMgxpjtr8p4UXgIe1ysV/YDxaQfbwMmlQLNbrZT/7dNgQep0Sa6O+btu6rQfS3ExIXV9YnK9d5esY/K029kWENKmbWfeAOWFo53thP9k2QAjjgHs+9g1svfbghp5gdn3losrMh4wiEFayvrSLttR3Ki4I5wubtxZMFv6F1hSBMoHMR6He4f+xJ/5gECFp0SzE5YJgBp74Gam3co18Hsi5htef0JQIrrlSZXPgdPyoFOh6kc8j7qefCPTU3HOHFiXZznqVjYpi8brem5ZdlvIAh2EirLr/va+nGl/Ww8OaYwR8sToyD2g9n3MKvy4q0UYp0CkmTnum2JSt9Um4y+zDOAXoEHXlodsiiPlaRp2TDcsI93vbM88tLptXgLdDTq/l5NGvvXweyLmDXy/iEEa9QbpzLAOvz4YW9Ik9iwaNLxRMd60xTZmGTS29mvkMD1iv1skMaG41hXoZpt487Pug5m38Oskb9dc07BosaKba2xmd3bct18ietQeeEySHQvOsqkd0zAIJeTRChtGI1kzfObbmTrfLrrrAez9SnMtjyvIcTTaWImXZpYV+MKeuGt5yCZS1H6ihOQk23Tw8GY6Tao26SpDPU2JV2a20ltS9WTPuPhqwqspdDydV8hGin6JexQOEYP41sa4NRaK31ST8Gm5ucD138wA5t+H7NJnh98J8JJB7rybWw8lrXST8MCFYEtsY2JUPo75VI/q8gGQ30mr9u2ISM9IJ1+eI5RREhR64es/EA0njACPx2wU/v4KiZQtfeTR8mD2QcwG+R+5LQznwB35pJMGN2rQ1SFySd00RbLTL8xizOblhEjNaE1LLww3KI2kBBvBWJQR5ydv5WlV7c08rv2sb5vuKGmvYPZ9zCb5MXIGWzDDGI/u9qwX1+V2Qm6MpuRE9hMe9u70HJsW0ZKesMGpOHSTqfCQQAHGmGX+fdlY+nkkp1E9uP1DYP2DfXpBzNz4zuYTfKHz84voqVAFYPWEsKmkPz4U0c7HdV26X853l8MaYMxUT7mNMjdCawWt8Z2s95mgMuMq5THTU45B7PevmLvD2EG8se7tTi3ltYAz9Z0tK7HoaAn8KvyuTal4txirfqC392xPYjVzHdIT/1mxqLlNtCfupeslZXXXy3CbXepK0YO7jPpPLlp52CWzOC9ZO2vYLbl3TIlWtMuHDWagQzDuOsA7PvEn9x28kn6sh0X+bMccJEe9ud2u3DJ0F506Nyp+jKzfVw2redK08R0d7E7T9bBzO39EGaT3K/4XnZ4ui9uKGakxdXIOwal50/lb/L0IGA7ja6u3fzl9GiknaYgQjq0k2ZP/LB0PmAO72IgGNPEtDmv5/CD2Rcxm+Rvi0qzSgq0g0jssbpD0ptU8ldfexSGyr1t9kYF/kZX3l4kQBNCxMRF5CbT+ov5jO9B6mpjcTu5KsNOM0wczL6FWSPvF5X2Q815jXHVyGpBe/liRScv81zitpwB2t6ynuJS9NWPzYxN3tlj/aXrtLJWLNvfoI1nxqZmtbL9EHYwo5KfwKyRx5Oz/oYF2rTsDHLHKSt8WL2/3IR2P4JRM9zpzA//eI3mGPoGDFB/g37qkdS2Pphu7ZQzQrDxXBaZdrchXHasY+kHs2KQFfkRzDp5PDnLzQBmwcnAwYbWFpgRmTr1AwW2Mpv6dwixvun14DgQEvqh/Qv46G66qu8JSLprKOZH47/QTtRsRjSlsoVpBeLe6ziYZeVfwKyTFwt8UTtPSj1oWcc8ferbtcDV572qnmk/J0p0KO0CuNKLr0WPrlT/tf8rJlpFX3OClClUd+ak9vlM7E3qio42H8z+tZgN8mKBr85AalBX7RSd4XfqrEMUR4dKdzQ8zVPKFCYftc+Deqalac7C9gZg2i8xMut2Er39GQtLOJhBpqX9OGaD/OEhhKBTV+fUSobAdOZJEpko7Rc9ZkPTXlFKk7KtSzBo/M0MilO7goQAm5stpgLY/o3/UacBsszhLBnK8lA3KTmYfQizkNfLlCDdCgfR95nm7igm55dqyQlDQnKmYr7WqYtHEqlSqlm7jtDFRw7bzVAjvMKMDuVzXa9TelTHurptCt/bqVey42D2HcyqvFh9b6A7XTCnkL44BjUBR4BxXZw+lHeHuC0AvWXjXCc9D12e+t6hF1I1PkTdNJjiMgjHjjvnm7YEQJ8dz/sHs77Bn8CsyuvH98r5LmvFm6g3Ar8HGY9cOvPdO2OkRKxRtBB+eQZbOB3Zitrp/LFqhQANZK1lU8JunGKuUNjrdLj4QKM5LR2yolHNwexDmE1y//geKAwShSiJtIyR7QimSGsBSwQ9KjZsbrGTXGx6BtvTvZ09FYkfzYD48nSJ22H7u1SdYgHNxTKOVIcV6mZW7HEpJKSoU3MwS/Z3qb+G2STPd2v9TtfedgF+Sw5Q18oqet/FFGyI4N21BHaudV0lQN8sc370MQrlbdsKIokmQno2KbcJZfElXh9ATB8OhaMtpPtgNrTyo5gN8uKGkCycK9/dYk44TeBrU3atZdcpLcFsdguS3hHR/EYBTo1Cv252buynOUu+rgEl7ZQK2pGo0y1yXF7kdQ3U7qJ4pLyZemvOwex7mFX5+/c538o/MprfMRfrkrWW0OV130ue2ytFpBxykXpc66St3pvyvyoHs+9h1sifXrbG0frFyO3MmKYlkquM1e+CUhhe6Xiup3RcdDWMqzyFejat2jP582Z+86axQdfB7KmB38PM5A/f5zRbNbMSO5AwtbK5kAz7b2zASkIJWVeDqmybsNqez6E/fH0kZbpSDGTTGnsGec3MT8PSPj6YXUlfwmyQP3yf0yjLe8DK/EqT83xl0YhSHh4DSK2+XDa3AHmCx3LRKL0Fj41o8pEtZ3urNz0tzv6X2A2HVxrbpOX/Wutgdmtv9eYnMBvk+ZUxD7pAkODy2NuQmEosLE/U4PjIrpOPPdAJD9QjmzOjbOV4KxPHV1G+EJFsk9fNXiY9JPbgtUAHqbZwncun+DI0nkxZTTJtrSW0PqP/V6xzMEt6SH4Rs06eXxlbEmuh8hdxiJTttaArSTfxmTN7SyQoiSl14YNmaf1VJ2aYzui1SpvVzAMIrqgG+qC1MNy75tpme924dZ798HasMC4qFQ6setGjy75u1XeoXFe4fjlv0Afz42B2Vf0OZp28erb2mildrMqL7+LWeUj36mmq5Xa4oHcCtfYv0YnrkDV9N3rW9ciW7AdamGH3YSJjcX9ib+XeJ2b/ZWzcOpfdCRrGY4L2jnn5lc8Pgb2OtWEffyR3HHlsoNFmFz6YfQ2zKq9+58RhOuDP28SORk3d1TgkOfcl1sLc+NQ5UGdRVR8m1tBr1fnZMU2eZV+k6QDeoEIHja1hgOzu9hXmpKGo2S0SvbOtS2PDwSw1+AXMqrxa4CvZKWkDPsvqKXqwRGFUtwClp5c3K08PFFtdY3o/3nq4UzglkwPsE+LHz0wm+yECSvGgEaHcSSx6FIawSTRswjPP9jQXPZh19v8wZo08f2Vst7Hqbhw4aclObl6MkcyWbKt4mZXJ2NBzFtJUbwmtDu5Yat7Hdl1/7YzZroTWLhLtlXiPcboK54EAh4gB4VResk2eB/HRdTD7IGaT3D/4nqmFd0ucvLgtslTYHFijHfLDl1hKEJjTSlAH6x8uZprd/Ij9pARG+9/FoJxAe9JlNq1b8/nBb7g7yS5OblhzpAfPloNZ2J41/S5mk7x7fO9mpuCJe7oyGslMldio0d90MjseqmY90hehO/ykWxr7mnKoj3zvTOLRzOr4q4lNJb3JK3ZxmYPZ9zBr5NUCX+XGGBez9/+MwnahdF9gTz8cAA92jiLqpxcbls1hysPOjc15lfDQJ6A3qgRIfjkBPlQ7Ik3k+tlCpf/VzI2A7R3T26xH8AOsay21B8afwD2YfQ+zQV4t8JXs0oa8CvJXIfTP7rBPBIiech/wsnbzQeF4sBltKfp4agedwqdoOwPvjKdBhTq/120e5kyrfTuSoBDW1xH8l9qQrH8a4Q5m38NskD8vjemBVsgvkTOrjXqbeUfR3fWqBWyOPYBt0aqvlGl8YXuLXU6BAdCdJJqE4gkU5GqtdbAu/mFvTeEEm6SJg6k/mPXyC5gN8nppzOK/rBaUfGzUW7m3/I6keYttxS31yZZgrIYDe1sb8ZgXG5yWn3V07Ih5uNTHsL6r1+WwcccpNsnBzFV8CLNBXr0yNs7LVx71y4xFusAvIFSF64DdDjnF/K0w5Ym0amd+ZhTsGAYCBZsGk/tjhRgMuCV8sMxwImFM0/HYmfs2D2bD8Y9ixvLq5CzGQ/RkrcXXK5Y3dhDvALmSUJl2ViT1Ied0faFRbq1VbsN3S96gjgmtkd+EZybtOHAvmp8/cQKWMOeWa+mkuCtzMFs/ixnLu5etbZptW0QRnsWMxhrgyQzuFOkaxAzH6YrGvqjCJdHeR9Ztb9XBjKRQ+zxa9DlUQS6bLhtl+VIcOqtQnAsKFereEMY0Ukpr5GUTD2Z9hV/EjOTFurUrQPMtUlm+HS1jk70Zkv+tq5PIKslEmfEwdv55OV3rEHX5db1NNdivYtyuUIYTqbfWJTeW4xWuuS1UftY1pZkToIuAOJhlq38Ws0Fej5xVSzCdlFZejNmpJFHaCmYZRZBEq5a5juLhgpeX+gqwiUJ3vg5xMj2P86Vcs7Vr6iO4fzBDY9cnMCN592VrWf6CagzVEAR8NEIpD/XYFqc7oSQ9xxivtTah8zLqZdda9evBTQfF14euyy4BDTeSmBhfwzKWBt8TQpJ1rN2taJbVzYrK91k5huhIY+vBbH0Hs0ZePb6neo3QGju5Abzt7oy1mdGvK27YSCGKEnXtpdVuNqK7jmI7EtuoiIEeuk57vWBZZL/ZVNhPvFJ5abmcG9eD2AL6vW65romtFv2tNwezL2LWyLu7tUI7CGyiEqqkK+7A+X13LhqJ0Ye4nVW8EbaF27FqCUSzQVLVdm4BoGT7b/jar7ugzlpLmh+aU1xWvEIVa6hmFFU7vXnbmHIw+xBmLH9aGlOwZUsQSPJ9peOk4NpFanLm3rFiu5XTgrmIqGo7DrwO7M9p1DbYNs6jHmmwqZhOEBiBykllhzrbOY0u62D2RcxM/nRysreunj7QkX5yFivZT6vS+4IYVNwtZC++xQlM56bXx5XQvI9VXyomuikwWijtyJBOU69aymLBade1HD+BlqeZAO4tCx/MyLxd55cxu+TF6nso3VemYFgvdZEjm2kP1XXSRhalba7rk6tKsFiPYzHPiFJdtRwfGmQoG+nJ/uIrZEoqCPp2OwItivmI8Z/qHsy+iFknL1bfC7kfiDsThiFbgVGIqbpVJsqspdJdOZymTFylWqjjTY3uJsS0nEU/KkyRC0+9Y7IBPpvTUovbPphh1jcw6+TP15zMdim3zh1udPWs/IqBnxKeZwyZDDlj+oGYbeUhg9S3utuyd2MNN/k09vV2HMwW5P82ZibvT86BUOucieb5SoW1v065ocWmXHdd0JRJNA7MenuxM7iqmG7XNLdGtOm3P9TrIr1gqFx5d4tCFd0Hs+9hBvL+5DRi4nmLLAro5h+zkecqAlOcFCjBTd/2PrDvN3o2+oc2JHIjep8GDewEkvNwpfTykwGD3ulYmTvbWNKFlqLzIvUkwTgMo9HBzA4+gBnI61fGrr+9jhkzqQWIXx8XeNgZaOxa2IwoTyBelqUQM4VmXOW1ZpzZhk5zs0ZwOTM7qWvF8h3Qhtsim30hIsl/S91OhG29iNgyFprqZ/CyTx4frNu7czD7GGYszw++K77BIInc3BK3wNCq5XQJ/QxEFxAKBGRZTCpe5mpQ7QFqWYtfgsUHpjPrR0OytNbDA/PFq5BB2OvInfQgeDoZYqtrPwwOjqaX7rGukC63tGHeg9n3MGvkft1aN5hYAnaU2oq1gfd/+6aFcqXNnURTzCmeLSshFvHYXGe/WzGoZlMgAO2IM6C6VmDzBMpONPYjQMCllbJhdHJ2BuYsH9ASjRiUuGQQMHTpYfCD2acwm+R25ARuiNUrPBANy1Cd679lcKGdTyTC66EJ5foeNIxlsr6Zp1ILAiWZBTfY+IpPJuTW+cKYyORJPbCsxTX1yYQ6jxiYzL4ezL6C2SSvbwjlwEgNxksNSMad3P0oWxW8aviW5Yvc94rqu4GYeZLqaas3d5j7tkdPb0JwMLP972CG8uKVMc3W2zNKkRDHMV4vmFQsVJAf3gIVr+zWHddgRM5OyqBOtF/r9B/VQfvyZKQ03TEjlkrLAzSG32RFsnBCW8rtPZgtcu63MWvkxStj1oDGMd86Ft/dW566QHmFKQkE+R2Z5FLd4lSk/BXr9tMLRE/guJ921WdTodSOR3Qojmnf7O2QlQygMgez72HWyLtpLS79gMpVF0O6tFiRb4djECzIgoWy7R2xpv5kgwARZwAuUP/tXKmz/zmYRNRQxTpH0zOZgQuDgwb2kfTnznkw+xxmJC+vObtJ9MXGRTWCBsRd6nPchkfCWhcwGDYoDD46MVsHfJqLpUAqmMaduTV3RQcb2mCwmIGdoKGjWhX28y6eB7Nc4ROYZXn3CUDaZ3trvxBnXCYVnhYwwTnrgvL0ehPWlVh6Iv3Izn6kOo3NyPIpkOFA9YP077rFH9rnQSotUNDZAR2+kDx1GL60PJixH6R/1/13YzbJu08ArpXfDNdMCO0bB0zcyC7Zvjwb2//yb+g9ggI2xg256i2mtzbLqi0QWxc/oCC9Gpn9QeKXRYONfb5OfSQZ3wpB20Ef2sv6D2bkBxT8Jcwm+cNbKRkNHbIwoTWZ6t6P7I/ruTU62BjdesgmqaVSq03Q+rq5l3T2zvHv5lIwTODfk7SNHMy+h1nI65NTaU9qBpSwsV7b/M6myZfe/ntovYzPR55f8MndoO8F8GJ9Mz2kuLyROxA3K5fv0L5C/cG2g1na+yXMUP7wEAIGAVYdlcqU1908XZmhegMtwPMkKNfvwtlxtXrbWG+yIwPM2p0YZfncCjsO6u4sqUf7wa2trythUmxJXRIfAOtwOJh9DTOU9yMnfYrJQ6L16sKWQMyJzTximq+kPARX234Tq59hmh1LPaaITN2MO1XXDcKyyY9I06V+B/J6kULR+mpLG4Pd5u4pQdKNXwezz2GG8n7kbGNxsXBuQOOCH9MlqnjUE4UxW8ZRDrUuSixrjIZt7IR6+8U0ssNca8xZZW7jTTVdRnBXst1DB2396UA0Pywk1PjBjMv8PmYo71Z8H9MvDqiDusQu65GVd/g4lesYKbPaWpODwlgsnLIhuEDW2S7rV5PteGgXGnczMEJ0VCe5KMyMsi1aw8TN1PSDmR/+EmaNPH/ZelLSEeLwxMhjGqrtOsdgBy7T324TAzZtc1+bbJs6EtZhcLr63TRxapdGrbZTMPhQfrTjYPZ7mA3y4svWRlWNZdaQ3RLzdU2hvm62FKzDuoLqyicAcIui8Va5sagdj3UA0fZDOlQn9CMV00U83g70AQjpfdCP5dqpkMV0b5MuUjzpPZhBXazzY5gN8jxyujI45dunl4OVcBJzMQjkt5bF9CIx651h9hia3dzwdl94reLt9KUVNInbr36MxXAuhf6gKX+id8iDnu5N3A2NbMbB7BOYDfJi5GxAaVkR66BBwOLttACA7RhUy04uIFv36HsTZBw98iAA4Fl6ZKQxpsS7NTryWt+btOIHz/MkYkk6FcuwjoPZ72I2yD+/NKZllqmBgWyMRB50pNzN77u8UuZuJOnmPY0RaG47+sD2LhbYUey4dIpmCjW50F0T2nNvMDCutW7uVA6GHsxA/49gBvLi5CQtmpPDSgS1FLiqkGEdWU3N37Hp3cPDbVAHPc+yUUszvkExjiwtszbpPgWCkYvb7qSMXgezrOsLmFV5cXLesE+yo5lKUctl7dOn6XvaMj1C0Vs9N+zPHa4hXO7Q9VexoXF5yOcRx88TiJs9Wa2Q3oZhsulg9h3MqjyvvsfDeJraaN4noijsuNm5Z02F/yOknpnylXa7ypKLWuzqc5Bmd2W2fmFvZspBwOZYWQ5GOJ5CcedD3WmUg8fKOpMOZj+P2ST3r4wZM+ha5eaALGIkcYPdxo4xVCi9eNT5kkpavjZgCB17RZjdYJGOlO1FXX9fz+rCFM87CLF0ffpmAcNGm8JW3I1o4FT0reyBHx3MPofZJH/4HIOENgpaWHB5nkBiFuHgIOUrAQyPbqVuJVa2ca8QIaJLPUabYjCSXDOUeG/P68g1WSIHw58h6kLtjYKdSGvWrd6UcTDzOl/BDOTFTymN9rY12ilM2NJQ3lJavKVA9a1M42CZKuAHWN22yt6uTxZFjhhyjEUUagaebBuxsqJNuJHVxHFBfBqbDmbrc5gN8v4hBBZUzqzWsZy8KDNU8QOu0zhYkgzb1P5Ek7TD7UzTGNTZkDAPAkU91U9lrYnG56aPHcy+iNkgjyNnzJcHrRpWTevG5HlHrmPHuq+P0jSFZjReVnQtbW5S6IqIeH146EtX32HIp8xuZLuVQd/u5ig3DG7q0exUEdLwBmZZuY7W3DiYfQyzQd79zikRrjxl2HnbayEKieZprJdVjgWvjyRXYTa+qku9HS/LI4IvHFzYSvjB07POZ//P8xQOqixcgLiEXNrUKLvVV18aOl+X/ULxiedgoAcfzEpeavTnMKvy4rPzG0T1T8aAX+I2ca1kHFE5mvPMHzfSrFoO3XFvpT3OEr5hbSuZm8l5dqAeJzRopTi1LjS53ZigTdmalk+4g9l3MOvk/UoIRJI3Oov4GqLaO/bceNqEBn9DOJIn3WVWRHnMtViWm+nEO0UzwtzV6bvdchR1fwIsyspYv9h/MPscZigv1q29Xr+xhek7Zbruh2e0xAPyZBwi44HWknUvUf5uVoSvHt+V7TtJTr2+6IV2wqtOynVvYvcSQa55MOtNymm/hdkkovcPOR45cuTfJH9Yt/bIkSP/Sjkn55EjPyrn5Dxy5EflnJxHjvyonJPzyJEflXNyHjnyo/L/AfFT0EysWzcWAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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7dDAjue/EbL3wvQ/RdIzWkedzJPDEowQOqp/lPlitwXVXWgXyn5RtDR5NlFZiSTXnHmyUVMk9mH0PM07rhe/Os+I9f6dKsgjJBfp4nDxxKmA7g6/wrbA2m9mp9qiEB9O43ThHcsVDzqaPhLkUayvfdXA88+HewexrmHHaDGt1xvtUZuJRl/UkKLfW4s+K5qPqqlLUU4HTn4+3vXfVJvN3iUW7jZLII7yYmr+prenNFOc8rEn5U8GD2bTkK5h52vzsvBn2JZgJSp9QNQ/wRsyH/Mx7dh4iQTyXjFUl/iitzT1zFpUYO7EVgaFPizm1ih4amhvoSdR1MCO2vRwzQhtfGbPS58+P0IetfSPORfi8IIvTpzcDTQE4WwI7gQLwGmoWWzJyTF+ctX4mqyIITWm35R0s0MGM2PZyzAhthrVdTYynM9+IZaPxDKAeHGngMb5yLwxTq+8CRk1ohHbjp1hvIcQGVKwtNwI7AusQWNcMRG18lpjxH8y+h5mnzbC23Q4gfkXK7h/qjcoNqU3zWuz3LmaYA5oUPqd+t72bO+gEN59n4DmCDjJba/3Ns10y5kDrIeYINRuUlfWDzNsW96MknemBDmYu9ROYEdoMa/sxelG+f2n9baqVac4fme9dzB3Lp/e6PggrvtSYhiiRU80zKvvswmpxzNrELRlzma79oLN0O11e1TqxjuOasR3MvoMZofLm5J5JE544h9HWqIfJJGCSNNDrPI8dD1jwlsnxF6xe1EunZqqXr5hr+WN3muwyOebAweUqlG04n8Tzg5nnexdmGW2/SmG/87ZX7mc35vE2e73FJUxd4OTm2did3Fcr3YhDZDQKrPwyVttE3lw9uhFIvUAJftkp8dAqSbPRk7QGB3TudmPjeuQ4mH0PM0/lzelClRbfW+GzsHlxexQxvBrLdPJ5EspEuyTIY2Vs2zWJNozRRn0nFpDnfR50eOf0NdETbxKbJ6ENOGW8DIeDmeP2NX4ZZhltjZyzrYQeg0HTrUxeycv4PA1lqE39gxiJnrQMqwfZLn/MlsL2GDJPUf4AH+pBffSqfVyANErl9cCRKdFzMPPyX4QZ0qNXKbskknuHdco6FrdmoWVZWetDVzyzY6s5tzmtbJL1b/LRo+N5VyAhJfe4CPbB7HuYeXr+q5QtFCrv48MTrMyqiXIb4twgWsSaL/JwS2Luz0ngaM4XgudqmUou0MEsN2Gb/jJm7Sc3p1hrmDfJKM4RYrn6obS3AeXWadzSlRfM5GdN+mwD5weCp/0/EX0wiyYYGa/ErD3e8R1zmDfJuHEe4Mupkxc1a2pMDw1yjzlT8Ee3WRkzUmhuE7NlHeBVnatKz7pQlHcw+x5mjNY7vqepLCdXxCJxWySGU7FETruuqQqQYgeQIHpHz4qn7pBZOm6NFXlnZz+YPdXz7zFjtN7xPc8iKZkxbbjR+dRcvJ1ZOWsLzp8VTlnekycVid6aCENSxi8Xa2ldnO3mfLRw5XgPZt/DLKEf7Phuh2pr0eSkcN8uLX9qvpi7CPGKAqcs7xdTCV4+m+eYvESnXy6muUO2tptzSXlN+x/MvodZQnsjJziNeZT7ApRoVAzLnL381prfqxTdv3qPBMYgqztH96zdvpiMBupttydpTe1oYu2QYb4rCe14CRbI9HaMDczNeaxnr4e00B4HM0Mvxyyhesd34/kmdPBDHXLza9g7lc1PtF17rGrzLkZbdNVkOGDeCe2hbqtN+aat3TpsV4pUkNTP2tEXlgvm4cigN3M1mljWYFwMMw9mpOxd/rWYJbT1KmUqUfM3u/HRd6GLmRLVWdl3E7dOeKZFbWrKacut8jJUunydlgqWZBpnWvZSOaZyy4fVktstQ5ePlDyvjn9M88HsW5ghPVq+11V4ZxKV9M2+ryx0MbcExfJ9N3Exm0/1tOCDnBV++RTadHl6u6P55fjudFMWG9NfT5+c1tsld5v5vExau19Ok9Fp6M/mdGLO+DPBg9nU9xXMkDY+ZOQVRMVFOEOtxGE9a4bqupDryPiwypZ+PvrTSl+RH+rl4iHPSGM7OGpr/sNBVRlu0MFskf86zC763abSbdryv0JaXm6EBj3QqKWMv9WXTLdpT0YVPDmCjqcF6xM6mFXyK66/h9nDm5NL3vGRe/JYJdVfuuwYXiSBC73u86fp435ek1zfTNfAtTMCFbnuIkP9YLamt2F20ebHc/tBNu78J55sJxSywIzHD4leIY40t2cGGJbnh554wz2Ka8tduRVz7Dou/WBW06swi7Rxc9r5hm44qj/hybh37o8aqg6hAelsXoM8as7XJRL1cJHYQrxnKp+sAFj3k4MZK5Goh4t/hVmk7Vcpt9alkrDcCaSEHdcoF3reJH4niTlM3mNF664RJu6KGi3ap51d42ywVM/Iuj3Tltyqg9n3MEN6/Cpl5RP4jmbz2s05CCq9wvNaSH5h4PCoGD74sC/OYq4/cVdUVo99sPl4Me3D2lVjWD7niY/vD2ZM/h79K8yQ9h4IYdjt3Ii0uW4JGdSc2jT2wluJ/MSH2Zheb9lbUxAyf2C6wjqsnl3YU81faDGZMklZXgUcwe6yYXV5i1U9mEV73oYZ0F5Yi2E3uuWwjsqsJBlObXo3v5Sq+127x6m4vGnILfve70Wtfqe+24OVF5PfxRFdYOvMZnZJPqUCtbMetkw2Wg1mLmgOG1TOwaxBu7wfM6SHYe30tiHShksMdSKz8crNV2/lgUQn75UFnmuI5t6ppwhN7bbxUIQn2RbqZXFkinrGDnIlRjWA6lZYmzZy+g5mMel9mCFtbyo9lXZIxHDpnaxQMho5YbUezWviVZOQMUcF8FxibQousK0fkWREAHTi7dIydM06O8FtV7XrXEp4Q/UR516RcjAjNrwcs4zW+9au2iR8fMYeiWFUpqz1PCG6/tFawPKM7WzTF7V8WX4BnJr1pJmDDrpIWjY42I2SD2a3zEX5l2CW0f63UkJQZId3pSN0Wne5hvYZ2OjAOluvb9OyOo2y4tOYJBwv7ON42hvFc1nTZxnLA61lbU76ktcV09K+gfIOZsPmz2BGaHv53hj8nTeaCWIr2/tA4WnE/i7wrgUGX46fnKN4IWUxxb+jssfekjOFhYjiL0e4Y7fygIBtXpm7QVrb/FKVlxEeMlr5QAczIu3lmFnavjkvQUosFPMftFrtzENb13L3CuwcwettEBsRes6UTxigtaqOGjoZbWnmyWWk/2T6gg85S95uw8GMln4jZpYeLnxn291vF+WXeJLxmYsqlL/SY5gzxoqo2HFUNgcdy56XW/j36GDmdHwCs4se/2Ts50/NblpNTqp0O2UqKQ4DHfe87NPGh5En1CFvp1+24GM6mFn+b2DW2o9+z/kTD2KqBt6xFBknIyjtGaWmc4mP9ATb1l2qlv8nu8PBrJL9Tsw2dt8bR4W01vxM1x3jtN+nb3QWbV6vKb7d1bDskIcZXCLrk6MMq7ea9ZKrtmuwtjLoKWpZ9YGD2fcwS2i5b20/6ogxjNV2puuOxEiYWE/yraCWf0QhHWGC+o79pg4aXvxmDRof8bsyUO/rNZ19wGJ6JXvYUk7UMtro6Qez72GW0MOntRCz56YsJU1P5lvhwhXfdGXfF17rtHlDg3lyqYF5jhRP2jNak5dWtjDbLQwnNbL7yroF6SAz2HQwy+iNmFn6xR5CzKM6y8zfpLybmxvOsMeoGm0YN5VNeudNfrnl07ISAhcjKZ5xrnX3ELYw23lw0rY2zS3yvvTuLSs7mHGud2K2uDlXPjUKn+YI4dD0ykOLfFYWjgR0cuDsi+DxelUw2a5Rdt5CPu/8muQwS67WjZ1ONjsil3swy+X/Hcw4LW5Ob7hXUIFWyVPCh/K9hMrL2hAr31wZ0xGQqz4S0pg0z9e38fc8Pm0ub7MdtrdhvllVEH3zxPZgv7Q/mGV878OM0+a+tWgG975PZNXyfyYr36F15Vtlkcb03ZKFp6/sqlvTpJeNsrb1YPYlzDzt775H07RFj5wP1txvR4++klNzcXvqoMUGHn6WlAdTT4zzknK5Pn+3Ja+UFQYHs2fG/W3MIu3vvudMsHc/eoB8HlKHTliKzDkg+lDCxW2yYZJvklkTueVeYZy0Nj9RQHUYI5yV6tmITV1u9rROQgnGgSk2/DyYcXvfjFmkx2tr16FDPg/hZTbCrRuA8BOblSujeorH7eI793hPWJETpl56NhW65dKndbz/1NOq0saDWSzjlb4Ps4se3Jwa/vq8OajPjXhXgYnlycKs6QoF8ssn0aFT7IQ14nj9x3gYWiaQGR4cxTFXfstlVQ919enYsYrMdjD7ImaTNm9ODEZwfb8d1HUeSQVn+HOXNu9/cu9tW0TbfH+kwKVGh/pyVadASXSzKqbTjErE+fpyNreXsSta8HE7lmE3GpNN9Ny8B7Oe9lbMPD16WmvP1rG15eiVizu42YpzmZhahVZWDoJU05rjN1yZLf7ctw1xzW1VN35+MPsJ17/AzNPewvf07tbINxyfmkNigLbmJiV6F8DQ4U7Xzuscjw/H1KWhTYmezsYiPzzvy9Tsvq9DFIt5muPDLCHmzpwNezD/YBbP345ZQhsL382Qzhlan5RrE+MkxR6IReoijCEuW5gtQiIXnQrsbm641CqR5+W0JuOrxQp6mqtX1zFeIw9RbD2puZZm2srkgrktcDSzTJPYNtL0YPZFzBLae5VCvAfydDtyVhufI8JteEH6DADShgPFR4E6HWxVfsgY3tP1ALAtFu7eEgMZK8kxq+eobp1eaHhkva4Enkqi1lCPg1kU92rMIu3NOdPyU7ncrRxXXzTD48s00z3UbR4F8sGVSziZ19GT9cQ5UnQn7HicbucjSU1mss8lEBI9U4sEzb2Q11F3C2rlwSzqfztmQL/7srXahpGr9Yhn9BfWy80j900yXd5wS4SttNGWr5oM4yHwxuUo1N2lFLzR09e+U4fYWnlpGGE/mM3Md2P28D0nCB2uQiBt+jyPO1bJPEKHRhqa+jcy2O7YrhF6Y+s4v+ZTphOWdSN1LJyxb4l7LtOrMLx+FVuyESe2r4ZRjQVlmZ6DGSvRM9+J2aQHa2sB0EUZucvUJcyD9D7p7tstUr6soxn7zAd6fPOMLhVsiB6y21JZPiWjrqkd28z3nLgoLQnHFim5noNZUG0kvguzSFsPhFwTjYP1XECrrayR/dbTWmuSrvfylcl9TjfQh2HjSik3pTR0afbV+Y5NPb/qHtGzPyFtzW2SfDDDEm/HLNKDr4zdiu9H19m0ePIwUyr59gK9E/edpbTAYNMVUwvpLCQR83fHppg/u+3Klop8WffDfCvxYNa+gBnSg+V7TqQ5x/w9OdFjxMnC9PPWe+H8QmN6M1/vUJjm3PLXEb+3BW315VFSFo758vtUyctGw4MZ2vp+zDxt3pxi5DCBAllstuFDnNxjRK/kvRcWZDMl8wUO6dOcypqlKQ07ItQmsSknXpaB1kc6+2t+FjYSGw5mwYp3Y+Zp84GQGjk8ZLmy7BxnvQ0DFIbjEMRNQtYt+Qt5mUnuAkHIaDWSVekYTOFxNfodzPzFFzCL9HzkVDQE+MbhYTROZsahqyDAMfapVbjRxJBMjqiQzV/IeZDLPbPj3TGd8tCGiPoOZsjc3o2Zp40vW98Dc3AQ3eOSOcndPh4H8F4sCvDFp9+09bKOXnzgsFIno0yLmc1mKlx3NnXY+75Zzy7Gubbm12rGwMcR6ev8CaKaqhzMJtv7Mcto+WVrvwcZscDuJyrGXJkN6y2+m9zOJ8Brm+XJce4hrdkt9LMjlpk/Jsa6SDDNZ4thu+2OVW9031IQN7+kJXcRdXzrcUubqIJMW4++V+zBbLK9H7OMlmHtj/bQvgHHp3S+y4jPcDba3WMs753gGlWbF9AB9XYPbx2qY4aL0Cm9XeV7QlsufXnV7S7cZUnS4lOZaNPBzJ5+AzNGy5vT7fG5ZZ+M/66TSPawQYwL8l6pxWQChpj/bSIJygZ3qIMdLmzo0lw4M7uK9ZdJg/SO6Ps52GtsBTGxQ6lLDfbbEK8dzL6IGaPlr1LcLxaMXU9888qIJc8PBoKf5YtncaEbK1gJE5dNORPREjKEsYEcEywdzIqC78SM0f7Cd40e0mVvCwJeUjAkwSCw0lXmPxlQtjaYekK+BlmwtJu2Vncw+z39ZcwM7d+cJm5mSn/sKB8458ofbouUB6PIDz7VngNitcZgy6klUrYswWIHsy16FWaGHo+c3dyni5mGJW5ywAkrtatLk3OfyudRdpq2I5+nM9k9V8z5qkYCI8BO/ZU03MHsc5gZ+sHIqbcpeZVyw2xMH+FMVW8Z6Pl4mczv9SkAPFwAmzI7xPGG4YucJz+ncsWy2jy4wQ5m38PM0KOdEC4PXPsZPNunXnVs5p2AZs9LKVxnNvzE+tmJ6lCySp95fAbTb7G99CnvYJbROzHrtL45jc7aC/2StMvC7pJJt42x46WqHwsVo8YuERHB06pN5/LzOmdvL0n6wWyP3oQZofXHc+0KEnrMnl+x5IuXvhgWJsd65Cr0yEDHvEy+wHVSJ80uqnbq85bOEyXwwEzdfz/t4156bQvKLcS4hIMZSvizmHFavOfERsNnbzxcslMUH+Cgj1nNOCynCT0UwvvKDynOmaZFGjxYXq+YHG2fktftZEtxK/IxY5Jt3UzXwYxfvAkzTltzzuFf7j/Tl2Yzguk9mK+Mfhh/CNsz0TNdJJL71uBnnQG+29l0738zj2Y8o2a+0EjSxJ+7p3oeqKQl2mg1iWWizIOZl/4NzJC29q2VZttIqJfwKQgv+qbol6kPMU8bq9lH5cudf0z3UsX1HZlHE3caddmQSChP14fj05SR6879bBiWDmZM+ssxQ9p4IMTvbs3ckNGdyukuXZFZ74+TomwBmd7vjjKofCQJZGEZdXleFONJSO/d2Yzrn8U18PrrHfkPZYXiB7NAb8GM0PrmTL6fIcPFJJbhVvQivt2dEzL+uW+TiNgYmfgDHPygqf0eRrRQ7zJebyOXetvteUyYhHKlXTvRWWedTS8EQrHumcs27XpMR6KyD2ae5wOYEfrdju9TuyFNv1LlUgRQwKM5jQFVbUfvR6XeBo1lue8E/lM7Mf8NmV9WcJh2wiFiWxCWh4r7dDC7hLwbsx/fnCQgad7DsTKes7UW6yaTI0BBOoNnmd6ROzPiORtprBus/a1c1dud2pl58NxG25ZVqVUuchzM3o/Z5sdzIwk9l6GStRH7DOsjDVm4MdJCHFfIrK14NiKBrc5O2xo7Uv+UTXX5g9n7MVsvQiCn4RLyxCbu/oQn9aw7YwJyEW8PF+C0N8RXQ0Cqsa3h2TWA8bNA8GA2C3wFM06Lm1PgVGds7ybGheL0cTHtHTRtz/tk48KNJgwNw2mzWIp1zvQpwZ36FK+hFb+/wbliTJnZcjCbBb6CGadnc06VFp6+KeSX5Te8BjgZ2gSrRnX5N5oSZae27PwmMPXgZgRL7OwjgIybBicpaqY692RKEnmmH3NlBzNX/guY3fTs5pQJ8PDChVMIytP2Yx69uanAnhybzzwpO89js7LxhgdnNt0uP7Fz7OhWzcPE8IwBIKlTrupghrK+gNlNm4sQbGjkLOpM7tDLOY6xXOWSNd8na1Pt6cP1ULE220Mxj92JNZX4jtiddH2dz9p12SOtv/jG9vBmxi7BvKovp/376XcWNN1lvyl+2SROpJdlhBzMmqMvYEZo/bT29gr+PW0HzTLpCC20tfCS2V2LNdm8XEZXAvMX+5pNfM44jnnJNKeNJVpDvhc89eOSMxlrQmdRMAousGUa1k2uD8RenegSF6p9jyLz2yFGqurVlq45McS7a30w80a8GTNCW9/n7LqmIyGCzdylVkviCuI9NL0YOJpsjaxuCJCYT+UT21pSHxwALG9vJ435HRb7VWVqCrFFW2s4t6IqDmYfxCzSow8ZudVKSGtH0BCeqix3clkzMFC4fAlP9UiFIPShDWm8apYnwhur+1TWZDGN17nncTkHs+9hFmlz5PThzT4VcT1yDs9V+ZRevgOwz5vbwHqZurydUWU6ZQ15g7SLt256RV4+y+PpB7OVnndhFunBIgQShiTXM0bghly5vgJjWmC27c+boQOAGxLqfFBAbNBZNEhHgLjuJC5qszbz69FkxKkWlhsb0DJr9npXu4MZs/zdmHF6uAihn2rG5VMSJ8FnCdF7xeaODe2/0GF/uRBtECjpbcLrynKcQbFS7NzbpM3X3//qEjqFszMD20s8mNnUN2PGaf2tFLjyPmFddttnUI/Nwxlt9hPkAnm1zkcRnpGU+V3ObVNWY0kmr7K01n0ww7Nc0lswY7T+ytiItS/PVgU9eA0zn4QwfFgHAV1ufFCwoVMfdD6Q64SU0NvOR6xZzltYB6vLXL759uIHsyHXCXkxZozqm1NbU/qOCJXisL2A17WThGN4mKbuMC/Yki3WHmAa6yDUtnRpmwUQZFV4dNnVUrN7khUDJFn20P6b4oMZoxdjllB9c0odx6v5W4MLFqxccxItSMVTpQd5NgHmRBbDrXhKysuQt1l3yrZT9mC2QS/DLKH995z9XGe6tDY9VfAAzCt3166QVMQtam1gMyvMQ56uM5Hf5NY/Wynub1NQUMtsyeQlvOlI8kO5BzNiX3Pt8u8xi7TxY2vx5+HRMmHjCbFMa80tc2rauFfLZ03pMqgRitwyKVvPQ53CLOEE9feLyVbuXPj5UvFDuQczYl97GWaRFnPObJfT7J2S5fJvgKKj7bt9ysgPc4LE2ehtgwQmY9sQJZGFhHVThV/BoaaMr1dBzmPaJN0ob34raOqt7oZIVN4j3MHM2/t6zBJazDnZmyQZZ5k6uVvacs51v8PyYqrQvbXOo8yifvYh7mjPwGRTEDqUYcOnZ2LKODFJm4r/A+ni5HC6/XjHdZzWpUZbH8y+h1lCv9/gy1X4aqrxayKbr4bHOBRVEKLAa47YtmiDGt4pOzEevL7aTqTA22x9wMszG5ZuuqD+s6Pesf+U3Bbb66KD2Vsx+/HNORpEAKTuLgWckRD8WpurQyymiTOZHlE9q/hiI9TJnJKA3U28bAFea6L01+lEJjsfFGI8ctHbTWfbibp6FlKXdDAjMtn5oH+L2e/2rUXt4g6cfdBvXNXvwoVcxo5NRU9srdl1MKm+EMPheXfBgbmSukcHM5L7TszWC9/7EE3HaB15PkcCTzxK4KD6We6D1Rpcd6VVIP9J2dbg0URpJZZUc+7BRkmV3IPZ9zDjtF747jwr3vN3qiSLkFygj8fJE6cCtjP4Ct8Ka7OZnWqPSngwjduNcyRXPORs+kiYS7G28l0HxzMf7h3MvoYZp82wVme8T2UmHnVZT4Jyay3+rGg+qq4qRT0VOP35eNt7V20yf5dYtNsoiTzCi6n5m9qa3kxxzsOalD8VPJhNS76CmafNz86bYV+CmaD0CVXzAG/EfMjPvGfnIRLEc8lYVeKP0trcM2dRibETWxEY+rSYU6vooaG5gZ5EXQczYtvLMSO08ZUxK33+/Ah92No34lyEzwuyOH16M9AUgLMlsBMoAK+hZrElI8f0xVnrZ7IqgtCUdlvewQIdzIhtL8eM0GZY29XEeDrzjVg2Gs8A6sGRBh7jK/fCMLX6LmDUhEZoN36K9RZCbEDF2nIjsCOwDoF1zUDUxmeJGf/B7HuYedoMa9vtAOJXpOz+od6o3JDaNK/Ffu9ihjmgSeFz6nfbu7mDTnDzeQaeI+ggs7XW3zzbJWMOtB5ijlCzQVlZP8i8bXE/StKZHuhg5lI/gRmhzbC2H6MX5fuX1t+mWpnm/JH53sXcsXx6r+uDsOJLjWmIEjnVPKOyzy6sFsesTdySMZfp2g86S7fT5VWtE+s4rhnbwew7mBEqb07umTThiXMYbY16mEwCJkkDvc7z2PGABW+ZHH/B6kW9dGqmevmKuZY/dqfJLpNjDhxcrkLZhvNJPD+Yeb53YZbR9qsU9jtve+V+dmMeb7PXW1zC1AVObp6N3cl9tdKNOERGo8DKL2O1TeTN1aMbgdQLlOCXnRIPrZI0Gz1Ja3BA5243Nq5HjoPZ9zDzVN6cLlRp8b0VPgubF7dHEcOrsUwnnyehTLRLgjxWxrZdk2jDGG3Ud2IBed7nQYd3Tl8TPfEmsXkS2oBTxstwOJg5bl/jl2GW0dbIOdtK6DEYNN3K5JW8jM/TUIba1D+IkehJy7B6kO3yx2wpbI8h8xTlD/ChHtRHr9rHBUijVF4PHJkSPQczL/9FmCE9epWySyK5d1inrGNxaxZalpW1PnTFMzu2mnOb08omWf8mHz06nncFElJyj4tgH8y+h5mn579K2UKh8j4+PMHKrJootyHODaJFrPkiD7ck5v6cBI7mfCF4rpap5AIdzHITtukvY9Z+cnOKtYZ5k4ziHCGWqx9KextQbp3GLV15wUx+1qTPNnB+IHja/xPRB7NogpHxSsza4x3fMYd5k4wb5wG+nDp5UbOmxvTQIPeYMwV/dJuVMSOF5jYxW9YBXtW5qvSsC0V5B7PvYcZoveN7mspyckUsErdFYjgVS+S065qqACl2AAmid/SseOoOmaXj1liRd3b2g9lTPf8eM0brHd/zLJKSGdOGG51PzcXbmZWztuD8WeGU5T15UpHorYkwJGX8crGW1sXZbs5HC1eO92D2PcwS+sGO73aothZNTgr37dLyp+aLuYsQryhwyvJ+MZXg5bN5jslLdPrlYpo7ZGu7OZeU17T/wex7mCW0N3KC05hHuS9AiUbFsMzZy2+t+b1K0f2r90hgDLK6c3TP2u2LyWig3nZ7ktbUjibWDhnmu5LQjpdggUxvx9jA3JzHevZ6SAvtcTAz9HLMEqp3fDeeb0IHP9QhN7+GvVPZ/ETbtceqNu9itEVXTYYD5p3QHuq22pRv2tqtw3alSAVJ/awdfWG5YB6ODHozV6OJZQ3GxTDzYEbK3uVfi1lCW69SphI1f7MbH30XupgpUZ2VfTdx64RnWtSmppy23CovQ6XL12mpYEmmcaZlL5VjKrd8WC253TJ0+UjJ8+r4xzQfzL6FGdKj5XtdhXcmUUnf7PvKQhdzS1As33cTF7P5VE8LPshZ4ZdPoU2Xp7c7ml+O7043ZbEx/fX0yWm9XXK3mc/LpLX75TQZnYb+bE4n5ow/EzyYTX1fwQxp40NGXkFUXIQz1Eoc1rNmqK4LuY6MD6ts6eejP630FfmhXi4e8ow0toOjtuY/HFSV4QYdzBb5r8Psot9tKt2mLf8rpOXlRmjQA41ayvhbfcl0m/ZkVMGTI+h4WrA+oYNZJb/i+nuYPbw5ueQdH7knj1VS/aXLjuFFErjQ6z5/mj7u5zXJ9c10DVw7I1CR6y4y1A9ma3obZhdtfjy3H2Tjzn/iyXZCIQvMePyQ6BXiSHN7ZoBheX7oiTfco7i23JVbMceu49IPZjW9CrNIGzennW/ohqP6E56Me+f+qKHqEBqQzuY1yKPmfF0iUQ8XiS3Ee6byyQqAdT85mLESiXq4+FeYRdp+lXJrXSoJy51ASthxjXKh503id5KYw+Q9VrTuGmHirqjRon3a2TXOBkv1jKzbM23JrTqYfQ8zpMevUlY+ge9oNq/dnIOg0is8r4XkFwYOj4rhgw/74izm+hN3RWX12AebjxfTPqxdNYblc574+P5gxuTv0b/CDGnvgRCG3c6NSJvrlpBBzalNYy+8lchPfJiN6fWWvTUFIfMHpiusw+rZhT3V/IUWkymTlOVVwBHsLhtWl7dY1YNZtOdtmAHthbUYdqNbDuuozEqS4dSmd/NLqbrftXucisubhtyy7/1e1Op36rs9WHkx+V0c0QW2zmxml+RTKlA762HLZKPVYOaC5rBB5RzMGrTL+zFDehjWTm8bIm24xFAnMhuv3Hz1Vh5IdPJeWeC5hmjunXqK0NRuGw9FeJJtoV4WR6aoZ+wgV2JUA6huhbVpI6fvYBaT3ocZ0vam0lNph0QMl97JCiWjkRNW69G8Jl41CRlzVADPJdam4ALb+hFJRgRAJ94uLUPXrLMT3HZVu86lhDdUH3HuFSkHM2LDyzHLaL1v7apNwsdn7JEYRmXKWs8TousfrQUsz9jONn1Ry5flF8CpWU+aOeigi6Rlg4PdKPlgdstclH8JZhntfyslBEV2eFc6Qqd1l2ton4GNDqyz9fo2LavTKCs+jUnC8cI+jqe9UTyXNX2WsTzQWtbmpC95XTEt7Rso72A2bP4MZoS2l++Nwd95o5kgtrK9DxSeRuzvAu9aYPDl+Mk5ihdSFlP8Oyp77C05U1iIKP5yhDt2Kw8I2OaVuRuktc0vVXkZ4SGjlQ90MCPSXo6Zpe2b8xKkxEIx/0Gr1c48tHUtd6/AzhG83gaxEaHnTPmEAVqr6qihk9GWZp5cRvpPpi/4kLPk7TYczGjpN2Jm6eHCd7bd/XZRfoknGZ+5qEL5Kz2GOWOsiIodR2Vz0LHsebmFf48OZk7HJzC76PFPxn7+1Oym1eSkSrdTppLiMNBxz8s+bXwYeUId8nb6ZQs+poOZ5f8GZq396PecP/EgpmrgHUuRcTKC0p5RajqX+EhPsG3dpWr5f7I7HMwq2e/EbGP3vXFUSGvNz3TdMU77ffpGZ9Hm9Zri210Nyw55mMElsj45yrB6q1kvuWq7Bmsrg56illUfOJh9D7OElvvW9qOOGMNYbWe67kiMhIn1JN8KavlHFNIRJqjv2G/qoOHFb9ag8RG/KwP1vl7T2Qcspleyhy3lRC2jjZ5+MPseZgk9fFoLMXtuylLS9GS+FS5c8U1X9n3htU6bNzSYJ5camOdI8aQ9ozV5aWULs93CcFIju6+sW5AOMoNNB7OM3oiZpV/sIcQ8qrPM/E3Ku7m54Qx7jKrRhnFT2aR33uSXWz4tKyFwMZLiGedadw9hC7OdBydta9PcIu9L796ysoMZ53onZoubc+VTo/BpjhAOTa88tMhnZeFIQCcHzr4IHq9XBZPtGmXnLeTzzq9JDrPkat3Y6WSzI3K5B7Nc/t/BjNPi5vSGewUVaJU8JXwo30uovKwNsfLNlTEdAbnqIyGNSfN8fRt/z+PT5vI222F7G+abVQXRN09sD/ZL+4NZxvc+zDht7luLZnDv+0RWLf9nsvIdWle+VRZpTN8tWXj6yq66NU162ShrWw9mX8LM0/7uezRNW/TI+WDN/Xb06Cs5NRe3pw5abODhZ0l5MPXEOC8pl+vzd1vySllhcDB7ZtzfxizS/u57zgR796MHyOchdeiEpcicA6IPJVzcJhsm+SaZNZFb7hXGSWvzEwVUhzHCWamejdjU5WZP6ySUYByYYsPPgxm3982YRXq8tnYdOuTzEF5mI9y6AQg/sVm5MqqneNwuvnOP94QVOWHqpWdToVsufVrH+089rSptPJjFMl7p+zC76MHNqeGvz5uD+tyIdxWYWJ4szJquUCC/fBIdOsVOWCOO13+Mh6FlApnhwVEcc+W3XFb1UFefjh2ryGwHsy9iNmnz5sRgBNf320Fd55FUcIY/d2nz/if33rZFtM33RwpcanSoL1d1CpREN6tiOs2oRJyvL2dzexm7ogUft2MZdqMx2UTPzXsw62lvxcyTrFYpHDp06N/QH/nK2KFDh/48nZvz0KGX0rk5Dx16KZ2b89Chl9K5OQ8deimdm/PQoZfS/wfSOH1BZUlBGgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for c in centers:\n",
    "    a=np.zeros((100,100,3))\n",
    "    a[:,:,:]=c\n",
    "    \n",
    "    plt.imshow(a/255)\n",
    "    plt.axis(\"off\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, ..., 1, 6, 6])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "km.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_img = np.zeros((all_pixels.shape[0], 3), dtype=\"uint\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(236400, 3)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_img.shape\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# giving appropriate colors to the pixel/data points of new image\n",
    "for ix in range(all_pixels.shape[0]): #pic colors from centre and map it according to labels\n",
    "    new_img[ix] = centers[km.labels_[ix]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "or we can do it like this by using plt.figure and creating list of all colors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAABDCAYAAACY5N+nAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAAB3klEQVR4nO3boVIVYQCG4T0O+QQtFKlSTCdY9R4s2kyORQpEExELFoZkk8I9YDWcRJGKhQKBG1hugHH+coaZd56n7ob/Kzvv/DO7mOd5AgAoe/bUBwAA2DTBAwDkCR4AIE/wAAB5ggcAyBM8AEDe1v8efl29yP2z/mN9uxh5b/XlOrd9fbIztH2apuno12Vu/8HH10P7l9svc9vvb/4Nbb+6uc9tf7W9HNq+//5Nbvv38z9D29+9/ZTbfvH759D257tnue13fz8Mf+s/7x3m9p8ef3t0vxseACBP8AAAeYIHAMgTPABAnuABAPIEDwCQJ3gAgDzBAwDkCR4AIE/wAAB5ggcAyBM8AECe4AEA8gQPAJAneACAPMEDAOQJHgAgT/AAAHmCBwDIEzwAQJ7gAQDyBA8AkCd4AIA8wQMA5AkeACBP8AAAeYIHAMgTPABAnuABAPIEDwCQJ3gAgDzBAwDkCR4AIE/wAAB5ggcAyBM8AECe4AEA8gQPAJAneACAPMEDAOQJHgAgT/AAAHmCBwDIEzwAQJ7gAQDyBA8AkCd4AIA8wQMA5AkeACBP8AAAeYIHAMgTPABA3mKe56c+AwDARrnhAQDyBA8AkCd4AIA8wQMA5AkeACBP8AAAeQ/9wSqBcZf9ZgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x144 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "i= 1\n",
    "\n",
    "plt.figure(0,figsize=(10,2)) #fig size\n",
    "\n",
    "\n",
    "colors = []\n",
    "\n",
    "for each_col in centers:\n",
    "    plt.subplot(1,len(centers),i) # 1 row 9 col\n",
    "    plt.axis(\"off\")\n",
    "    i+=1 #everytime we go to next box we increment it!\n",
    "    \n",
    "    colors.append(each_col)\n",
    "    \n",
    "    #Color Swatch\n",
    "    a = np.zeros((100,100,3),dtype='uint')\n",
    "    a[:,:,:] = each_col\n",
    "    plt.imshow(a)\n",
    "    \n",
    "plt.show()\n",
    "\n",
    "\n",
    "for ix in range(new_img.shape[0]):\n",
    "    new_img[ix] = colors[km.labels_[ix]]\n",
    "    \n",
    "new_img = new_img.reshape((img.shape))\n",
    "plt.imshow(new_img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_img = new_img.reshape((600,394,3))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(new_img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_colors(hist, centroids):\n",
    "        # initialize the bar chart representing the relative frequency\n",
    "        # of each of the colors\n",
    "        bar = np.zeros((50, 300, 3), dtype = \"uint8\")\n",
    "        startX = 0\n",
    "        # loop over the percentage of each cluster and the color of\n",
    "        # each cluster\n",
    "        for (percent, color) in zip(hist, centroids):\n",
    "            #The zip() function returns an \n",
    "            #iterator of tuples based on the iterable objects\n",
    "            # plot the relative percentage of each cluster\n",
    "            #zip() returns an iterator of \n",
    "            #tuples with each tuple having only one element.\n",
    "            endX = startX + (percent * 300)\n",
    "            cv2.rectangle(bar, (int(startX), 0), (int(endX), 50),\n",
    "                color.astype(\"uint8\").tolist(), -1)\n",
    "            startX = endX\n",
    "\n",
    "        # return the bar chart\n",
    "        return bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "numLabels = np.arange(0, len(np.unique(km.labels_)) + 1)\n",
    "\n",
    "(hist, _) = np.histogram(km.labels_, bins = numLabels)\n",
    "# normalize the histogram, such that it sums to one\n",
    "hist = hist.astype(\"float\")\n",
    "hist /= hist.sum()\n",
    "       "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar = plot_colors(hist, km.cluster_centers_)\n",
    "# show our color bart\n",
    "plt.imshow(img)\n",
    "plt.axis(\"off\")\n",
    "plt.imshow(bar)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "img=cv2.cvtColor(img,cv2.COLOR_BGR2RGB)\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(600, 394, 3)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_pixels=img.reshape((-1,3)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 18.10027141,  50.22839969, 109.20149192],\n",
       "       [210.52651121, 165.31479281, 138.71780781],\n",
       "       [225.15200889, 105.06924644,  50.29222983],\n",
       "       [166.33223419,  39.18809995,  17.63105444],\n",
       "       [130.15232749, 110.43394948, 102.95475661],\n",
       "       [241.11109179, 231.72435675, 216.15829277],\n",
       "       [ 54.80980217,  83.88398213, 115.81817486],\n",
       "       [ 96.71812125,  63.7171977 ,  64.51751435],\n",
       "       [ 28.38942737,  23.64389109,  13.16324448]])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "k=9\n",
    "km=KMeans(n_clusters=k)\n",
    "#so it will take color from cluster and find color \n",
    "km.fit(all_pixels)\n",
    "km.cluster_centers_ #center we have in decimal \n",
    "#so rgb(14.91798497,  17.94468754,  13.52473915)<== are some color as these ar some dominant points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 18,  50, 109],\n",
       "       [210, 165, 138],\n",
       "       [225, 105,  50],\n",
       "       [166,  39,  17],\n",
       "       [130, 110, 102],\n",
       "       [241, 231, 216],\n",
       "       [ 54,  83, 115],\n",
       "       [ 96,  63,  64],\n",
       "       [ 28,  23,  13]], dtype=uint32)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "centers=np.array(km.cluster_centers_,dtype=\"uint\") #so changing it in integers\n",
    "#centers==>color\n",
    "centers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bZj+02V2dpFEjbUk/aHJDsmQIDU2l4r9lrIb+prbzCWxi+3H/YPZDmM3p3bdSGsZ9DDc3mk6Gi23BYppNvaKJiCrcc8s2qdvKrkJ+Y0cTiRMrnuWELeQYxWyahbnJaHpBCh4tqzZBHYMwOsuWkFppwy930IbUt/0PZpy+j9mcHi4I5fOUfWpQWSCn7Ur1BHyky/0bMsw2i61xQSYGf+VrbbiC1xkSv+k48xdRIqta/5Qz2BHlx+CUyqY2q65fGMGV79rLuVpbRwc/mP0cZpv0+Pgek8NUZ6Zd6hxgiLllJsLhKE6vy+v9gWvvfJWarARUC8F7x+Iukduugzo32s0OQqfrizxqdJmQ1+zvyURjaoZvL5nN7z7Yshn3D2aDP8WMb2G2S/eP72HM134dodG9DnYzzQkSmqDLo/vBsItZoZgv5cc+TV0U6mAFhd1qk5dXNt49L8PSBdpjH+dBYfzOsklME6/2a1vzI7NNL8g9mP0eZrv0p6UxbSnvb7Nnae5aL1eRehUPzXXO2rwdFzObnMIYFSbJQY8aRw6FdlwPxx4oiJEjDJmsBPl8fuSi0v7RwRJXrdtRNnW4JfdgJi2WX8dsk97d5wzGvYyfV2gjBmxn5jkFqcK9TTq1Y+NrzqA1JrBVNS55zQ7LvoaBLL5iBlPnxi+wd9NSsvMouccHBZdxglizLwezJvXzmG3S44PveYxvBO38louHbuvfEtpGl8oQ7Bdtsewupjeyiz/NtWx3XaCE7uoDGi+5eNMlJrlj0WDvwQyLfwOzKb2b1mqara1w33b72BIA3B6nxJ1x1B8bDOW4y3UHwUiErCJGIQZq1q0cL+9bSw5P7e7Txt+HmdbB7Pr3E5ht0vOHjGKp/FaSKE1K2xqfbmA9X4j37zISElFE4n+augiXG+XxPuShTQh4uRROU8DwR6Sc0xjUHduoaPFzFyewtchEF+a2BzP5Ocym9Pw+57pPVV/chTJbCiG+7SVfdIbewr8oigOFyYM9TE+sV8sd12NDuWTwCrBCLiJQqB8M4Dat/xnhznGc5ox3MrnDDmUHs9/DbEgvvs9Zqam9KoMMRZv1HtZkDMo2KUGJcpUWHA/YGAyoC+w1rwc86WPbpPqoIvXtiet3v8wGMm3d7202I4uhZVMs4UA5mEHdH8Fsk158n1PjfxFlCH7VnVfFFepaCXxubymQykhR+QYFrkg+2FQ8QFPZK6WesEDh9V23CzeJ1BOyXZ3rV9lWg79qfBJ4MUVrTIuvBzP07+uYTen9fc5KX4JXnAoBiklMqzYLSrXtSe92tEdmTGG8GqP2qFz5TK6sqNmlab+f5wyLFEez4fGzto24+4Hh+7ppNwxoPABu9R3Mvo3ZJr1cQ8inEtvop2YIQn1nEKcKS9bdrGInf1d4BxCXq1RmRd13Pgbg+ypNYYvb0EOmwYcfJi91buRh/sHsxzCr6eXL1kQbtywpN52CKGY68fe2W8cwixl5CMAw3bh+efoi1JF2OmUGx4PC88UyY7rrxX9JOB3DA8gOZqNO+TZmm/Snz85bvHEgt/aOVwmLGRp/1gslrwTwnALkq9ez3g7138YhO0MP0QB4kPCuE2sx1fDJmu0IYoP+KX5Wt8yGzjrE/GCW+sf638PM0/MTQpa/uJraXdJyj63Cy0QZxLRdPmKCAEFEFp07RpPLGXoTosGXeqFiH5Cy+sW2s2k3rVw4gXo46Awzztg8mFWD5fuYTen5au1CJ1+O709L+PLF2SinC63uKjOxa1ux1Ld5zmStLGZpinn4UXPsOMxxc1QsPAGPNH1M1kd78JI82sY9GtwpcbMV0w1Sw8ASVmq3U+Rg9ouYTek/t6WszaxfMHAfnE5NcuguL6g626xfnG5B/lWmJSDIUWXlcEFWtGR0Ww96q0D7jFTKF4mreaIhx0ThVAPsLj7K8p2p0U3f6KepTVQxGJKmISErrmpwhLjuadp0MAMf5ZuYbdK7c862WO9iEbxMnYhBHVCObWS10UGeAKs6zc5GSQQ9dsGG1kwH+SvodQgJuIvv6A/2XdXQaxwXbut+rzxF+WTj6DG/0sV6lMpq42rbwaza/wXMKL188J3Y2Nnm7ul61fE32+AURkqZqrN7BaGGIGgQ5OM0BloEUVYblG0s5kNZxBc6xoBHk9vAXf+wUwrHZ5DNOG7l28HMy34Js016v24tEsANvrtpeCuYPnxTdFvLHuDochRreiCs2j/ZZbVTlO2QuWP5jdOsr9hmcx33YRR5ExAfUQ5mIOZHMNukl9NakfKYRmwaHPlkODJVe8Ne0plwahNozUzSBO0t5JQyVLbT4y4UtmX/2W/UAVMnMSJCK0ZZySc0GVj3y1gp+bHrZAez7lPI+ChmlP6wqPTEQhjAAchgP5U6lycd41UrHAUU/rfsZB+dcSo2oQ+LueZ1c7LzlE6AHbmwqoiYDkSYgOaFCKqEHawdHOyUbUYa13Mw+z3M5vRuUWlkDGah9uoAlTUwwGo32JeyKKpuGIoJiKc3THLMjLEP/k0XDahKY+EiUst+dn6Tdr7B+tFW7FzqBwG209mv0Hcw+z3M5vSHJ4TIcd92tp2qM7MI71vaznJRkWb93DdiebcDATNqv3ZK3JnVbhL6WsDJe4phZxsq2D+vSjYiI3sQOX4cj635B7PfwyzTq4NzvKBUGElnsIsRQB2xj3fUdu0N/tgbBm1iuR11FuOG4I0UDjqqH6UqTYF6/BAg8mkCTDdlZVpUlRzMhvofx4zT4zmniYEtBBbqqTtbeVmPrB4fH8N5A9BUmw6gXqWOpTJHj9tB+/K7SUp+oEswykRVthE68FPUtgl7EDyjejDbpM9iNqfHc07luYtVoUb1r4xdAHdBNMrCek9TDNT71/QAZutQno+dCKqiWG67/bCNlouqTf9d/vQgwcFsrvNpzOb0Yg2hlB32AuG2K104VZksnq78vViavieDWGJHsRvQgd238z5IgQDaDzqh3RgHJt5qeZ35+bkY2gU4GtpX+j+OWFCOJQez72M2pOeDs+LdC16lgS3+NLUineuStXpeecIEt1kusPv4qBuyucvFP4GOTKMTybqbxeUghx3U5eOZHIP3NNrUo/Jg9kOYDenFyInMBbuotCjHm7oT2w1D+isGdZ0LJLQDmT+mDlVJFct6dNjU3A523HUgyPZHurCdSY1jdEbq5KtRknwOedwfRtsj62D2c5gN6cXVWk2lCrMZJKJxmuRt7gzhF3f0eba00znpHpjP9exINOvQQKF3Do8qsx12RPi18kvG6JAnd8cBOXQw+zHMenp3n5NlPDBlqW53DfJlohbCqclWr83l2mrchoPrpC1PowOo3NXj3oOd8E72G71TnYPZ72FG6fVDCCUId5aNwX43jLd2N8Ahg8/MNTe9i4lihXLaoO9deBod4Ib4ftqzlzdW3bQ/mN003No45P+DmGF692wtv8c2rTOKPYGZlx+0bo0m1eut+1K7RF8GKx7k43v3Xkp1pidU8NQlzn02zI+Nmt/M5mSBDXllexoNbGx/MJMa2E9jNqcXV2stz0Hi95KIC0yUpCLlRGQ42Z/3sYg+W7etveHX6XWictLlWxubAlzjZnVkcepuQabzHXy51rAOszHmXUawxTREXDiUnnEw+znMhvT6PqcnK5nwyyctEyoTCTOF7IgaXmHqRJRlafcV6DuS3NsigNPUEbjx5qJI6xy8zZ2Tw1F7WJoIwmx98JX6FYkdCg9mn8JsSI9PCAUHGKugQbxMixSb3Ig3iRu5hdWKCeu3c1Fe8vbg47QMmk1zCOV9k/G8bJyrJBva8jvFTU6vjljsyDwUq8H8VkcC19Hi469PZewPZtP2lzGb04tPAKbAm1o5LcLYNaOmDuFtd4Za/cXdYB5g4U7RvQ7aHTFCGruETORe5Ma7gJtOynpiegR6VPrttIiLd760rRM4xNI798Fsb9dHMZvSy2ntEORpTvAwTFevMFll0oHRxacm/IpRQUPT3gYugkjU2i5irBZK9cvKAjpFXUoApmyX2UYeG2KXAW1RU9gI5iYd2PBg9m3MhvSwwJcVJRfJLoEwhFPYJrNW7obWTKHMA0iMGJXd+VW/UX3Vka2J+VEeddq+p7S9Caqll9fapp7tnQOu0rW34DXaVYEWmueVUi1iYEtHbMvB7Ccw26SHBb58WM7hOT8RlwyCVwDvSDhXZosIiAdt+7nz0G1Sp2BTh1n5UEdDH7OjM6tkvyGd+9BtylXkWn/18ie7h1LL2deIL4i9PhnnYMOXuYZR6jo+DmZ3Nn0Ss016/TkGFl8DVMb/xmqlrbpQi8BUwTfBDfbnKQ2AFjI4r4rKxqwP5W9C1zqbtrg3qSY5YrT2PlZwKzjgnMh3DxNg5ziYbRzB8m9hNqWXn2NA1c2WrkmvfV7VTEswnMUrIEbO9wmYipX7TsQ/MUNCau2dI/V3x2xasxQVqBcatMF99wImdop12a+LaX1p5H3n7KuxV5tc19B0zDiYfQWzKf3pK2NsXgWDAeJVzRSM0ZqPAWnysNwDQiJaJ/M2ux5LQab9wMFlsR/xmz5r84mN1LplPrHk0eIOsd1BcI/ywez3MBP588EJ5ycmMBVSrkb7VvNpty93oZU18d2/aTnBNj0gkNsXoEjG9CnxYtKTPogDM3arfrH1deFw06GH6Y4146y2oVEB9R3MJn1fxuxKfzw4lTYni7TrVwo0zk5ap/BC1AWN+EaWA1fkQEcxb88u9M5ZigoxK/kjczKjz09q17ReBo4Sxwf9GOTnXQsln7GTTYYdzH4Psyv94eC0vjnd5FaRtp5oaSMdXK7DesZnPqHt8BmAuoapdxKSvZthYLDZbvdv6uSqRV1TOoGo8DfZwjbs6o4d5GD2e5hlenFwGh3tuAkOG+xP05gwkIKkuzqS7KmMEG+DPnyrAG0KXbDN+2HHjX24qndJRr++DT2m+b+f0pRi5YxhtwxpB7Oy/ROY9fTfvWy9tJgPyzQlGLF4lIf1Z0rqopAqfXrBHXKivY1dRc8mqDuWnKYn/9UiWJBa82EE2nWag9nvYUbpxScAL4Zr93MMpgOFlFTK+cZoC7P0hvXGzGk+RY2azwpFzLo8z9jlCXVCK9VNh7bFLOy8uL1/H3MyodtEcg9m8nOYbdLtwWkQDEUjmtIpGDwV8V+VfoEAgLh5LULXGw18L87fMnBWMpc5yMqnZWBqR6NIfMEZgcUplfsxYUq2oQ021tGljyThc6ut34Fv1O8PZpn3K5jt0u3BidxVk0k+UExH/8huUgNabkhbJWUvixN4q/VUhC9nx1sGBvsqGSwOvpTmg38qRUXp5Dum8zaoT2f53tfKvmXb6aCKg8/tp9FguXowwya/gdkuPU9r/agvL8Kq5Pqgu4aU/OpcYUwhGXCzOtGCehMAwbtVfws268ORgvzQEAy2NiocfBTx2xJWMjWPjZYsYyoKldj/q24u9GHrv3aXDma/hdkmPTz43i2bpuluBNSSFgwjkKYmY6HVPI3uAKPFILulKcpsZ1Bdxpjed9xSHsWlmTLcOtD1vz44zR1zEL5aieisZ5d1MJvF/9uYbdLzSgiKiuTmYhY7P3hVZO1oCZ1i9Dw0xllQbbVR7iiT4RvQ+LL86LOz4Y340lkHPVFmZP9go/re0DEp7gezTdPPYjanx2mth7YVmEh9d/CFM2IwtVKYgmECRhp7VYLfr0YatYeOgroIHVttzKBzRX0b27CEWmeum/HxWHie1yP7vQ3Y3nmXnDqYCcYC27CEWmeu+49gtkn/uS0dUgCvZQ+MncDRcbO8jqOwcTvuZ1Ca0/yESSNwln/t61qtrvihpeGDTWTarsDAxrH+RhePMM8Kh+YHs1vTdgX/EmYij+ectE+sdHvc45W76f07/NWhyPNdZ1vB29/ExzbMyrhBQQoGFOlPx0zsTr4wU0oNTwYIfC3xHMp3fkSObtpA/YPZ3pevYrZJ754QKvdnNIzua6CCsbgwEj9EHUnJ2IGBg1G1zsAwbsiwre2QL5w11DHJjhSjBfrSg32ZGgGo8WovKHtdpfomzVFhXzdMXvrqwezK+yHMKL18fA8BQenOPmwstmNZQwYbXwy2Vj1/Mei76QIw5EbkriPcXpHT6rNRTFIPdeDAUDc2wwGCho4gglAOwcFM9r59FDNKLz7HwKwyqePpC7Pz2kbHWbxv4JBvyF530wAdAgEyROrXnplImy0PdQcAtNXxTAfMqLLbNoAZTVTydgbHxxo83ZGDWZMNm9/BbE6vP56LWDYsmiJmZ6jAAQ/MNfJiyQmFVblVC9g17lb6TgqyYMv27i7bzKRIGNS+pJRveZGRcbPaGGMXDwlMfVhFYg1UHqVEr6uUaDMeawezFMe+RP7HMBvSi3VrE4BpdqI+ldjY2o2XoRc1N64yqx+xwYsALd+gLQSykBTWuQ2LSAMeZRAyKlpmTGkjyFigKtQpeGNdWTKsBQzi3oeQaH4wqzb+AmZDenwIgWYaUtbxHFIpHSpepOSB1gK6gfzrEach2sHwqSuJztqIwINDQMysVTrfxkdn2tuV1Fes/H5iGbpw48WTIq2CbQo9VjWmBzP5Eczm9HzOCWx77d8YaGi+t62MlySllJFLCvZvVXUHrvVAdW1b5k1Gkf7UU/0M7jStD8LgspBef+olzvJ+lVKALcHPYlfpCARkmD7SNLRx/SoHMy/+JczmdP/KGBpl1wO7jcGYGAx3XLkzZ0Si66InV1KsSRn8ByKaz5Ny38CwTorGLaM3xKtQqhTEYWSgQQVjlbqHiSC1YbE7bGvbPGgOZr+H2S69fGVMgrV0FZS3j8JSYCpjIfh0CLDWYhkf4f38A89P+kdjpMhR2o9Mx8kyiP5+YSXF2jl8klamHXy+gAslRxzyg7XI9i6/46DRDUXhq1cYT/TMoK55F0bvqasczKrej2K2Sy+v1vrhXs4YhpEbAlbekdvIw+DFR2a0Bh/Dw52oLJtGNLhpKjB9CT3YKZ3eyLwK02Jlv6ih1H53fsN9pRSSsZOccJdiFHDg/sHspzAb0vP7nOEEMJ5ptdKkMnABbJW5leEEyGF25Xk4MHnsYxsrlapdYPsgsAVf1OMLwZw6LNrkfZqXmFzlIzdCp+rlOEyAuhYngzwaEUQOZpy+itkm/eHZWuWMmyJSio+FoVwWZ5RvLEtz2oDMTwTZbdCeJRCknT3epuWDoOmhaIobD1KlvhJOOlUkXQb7LPxg9nuYbdK7pTGbQqqBIMIUo0vZTJuAufqshBjTb1AXwdbbkw2dqCfwqcG2rMsuYI3t7Ha3s/fS0/KkY9pidzDrZV/HrKcXj+8xqr1WEp8N05FVxx8YZrbGS95cvDULPjoT05lLzvhSb2wOUdNld3ksC6YoEwPHKLF0MvuOTiwkXc1Uh2OjInkVx+tYqYLtdCf8YPZxzOb0/BAC6a7TF6gWDJmPb9UZzuCZX7J/u1ao+iNXE2Xt5jfVhsryYTj8LVlM25MfcVWvBn88Y3F5d9OtkrDXjHPAAXSuKwcz1vNJzOb0/tnaEGygD6Y8oLSQUcQBBU3O3Q3wKTnZVOs0xiQ7DrIzGiR0qyHacIewIb4cVPC9fLTHrbyZt/BqbyLSH0uxao+wfmw72Yd2H8w+j9mQXj8hlIKRdRQU3DApBPpygOYuys7dGF0A1JziFGB2tsAQ4sFhAhapwPE8xDfx6qdSOdYvdRwwrftlZBlGvlE/tC9H1MHs9zCb07tpLfvMYE+p6dTKkugTTpUwaBP5NLkmeWURK1urVljTwcKOx2A0v9Gdm5GkMKpJnhtBjzLJ/bg5zmBZj4fLV2hfcDmYzb7IhzGb0+PIGfY0OV1oMfGGlPFysi1nyi/kl1kAyIX3A+Anl8EwvkIYMan6nBGLvNJWi6sJ4XQqD6MDKtV4pqRVZZ0l2NMN7SJ/knUw+z3M5vQ4cjYZT1OYVZyhgrrBcl1DPhBd97HpBbaVepUq/TPpBvVmjxQ6hXQYrjxWIfm4lpqRO1a3m97HqKFqkGmZ90rAwayo+AnM5vTy+5wMFg/Zq6gZAzRaBfTEnQCrGWWZbBxX+rtP2VmwPrBxmwVqDgfI/j5UxUWDWfcLsoThhux65xIJQsUHs+9jVtPLZUpuwMF3BXmUn1iDpufMyaMVuNyDmzO9be737EY2tJYTbUqujpshQ12PN7t0tunUjjFxRbqyKpylfEzzMDjupocHsyLj85jN6cXL1qSJpeE7dtgnnobzVbeeozfkLxV48u8XEtoJkkq8JsSsKRb1m77p5WAaXYoOAxvU7dBy8TJs5eRtUV78vKTZ6RlWHAUPZl3H5zGb04uRk1LEjsvS0/o9RQPmAcZzA5HN4orcYkxDubltJSZWbSmzN0sw4mY4yiyVa3Z5lYp0IAsv1redPWg6jxAAUjTFujgXnAaXsHc38qQ/B7MvYzan55GTjRH3Xykwzn7+bjsUapbh2jGVdIg9xQlLARylZlZZcbIxfmDNmN0bFNgJysPR2veL3XChoTzYzDo0ybbEIA8AxX/mO5phUMlOgPHCKePB7Mcwm9PLdWuBPVv+sC0CwZ/YGRlGwEDel1LPyj5+Ss2kzlGYucdeIDb5hHaUbe9ULAcyF9PX64i72CmUV7umOrOlmMud92D2c5hRevHZeRCEsZzet2tDNxhguFpM5m1lYN7609t9qh+2UPlNXEsb41rAroBdXY5DBxKedWOb7gMnuj1yd0PyYCY/h9kmPb7PCQN38dkm46aphv/AVABjWH2fh3nmYcxH5dwvRWzsS9OOwa6taUjhT9yA6Yhioc52hm06Folffcyipbm8eQGS7y7/H8x+D7NNepzWdlGXUp7V1G2cNsBPuUqmWCxw5j/YYFy79wmbbkprBYKDPDJy2hddOV6rGmx0X8wPiblO5GDgCtNrHh/OzHjeZBgBzGdZB7NfxGxKLx9CqEYXR9Cnpweq9aZ4u64oBg4YSbkKZyCHam8D2Vs7i2046mgGOJZRJOeGq5HFvOYA1IURCxm+ykDDH9j4YCY/h5n86ZxzZfF7eWUe8X7InoVzNjNaDfio1kzmc4KJPV+aObG3gj3b8k3iDj9daCi+4uhDHUuhI0y2ysGsmvVBzDbp/chZ7hkRC08sYyL7K2ur4ciAE7vQPCx8Myq3TdAGRX4OsCFDEbnWQAX/bDcVGdg9JmwlbkX4oHihNekI1mf/FMDnNgezn8MM0vNDCKEAZMUQvknr5LtcrzLYIL+y3WBtU6PQrtHZRs6uU5EelQJAmanI8qd1bKRpi5+owotJxc39zQjBq+SVtlSP2ztWB7Mfw2xOD1drFWTQtGR7yCe1FRZW2LiZuTRZE/iP7YbUOudGQLuRjVV3vYU72jRnYpm7OncjF442aAKw8MHs9zDbpIdzzpjrBHQMd7B07CQj5IdMsT7A33wapkLRvs1fBv3QLtpA2xZL6ohFJFYG5ixtOzgWwrgtMzUzp0prynYz+4d70Ohglu1/BbNNercSAjIogikm8/kGZ9VpQnSWwowmRC21PS9DoevdviLfUEFmhSwFvUMaZ1iaMgtgzr4VwC5awQdm0TtbIB7FFrKpjBLshG8czEr+5zCb04sLQktSkA6yB2jik2hWHj6CsSiv87vk2wwiNfq6/jPLD7YtGSmXOhMReG4zS5JNNVPGaNvsY4kBq+W6T6kPBHIwIz9+ArOe3l+tZV/YjrsyzAvmnRmoZi3r23OiMO3QXX3I03mBilk52Tb59RKDjr+PEjO0V5M7O4eyYpP2soPZZOS9vH8TM0gvPsfAQUalPD3KvD05XM7mZesHme0mOQaLZWiWMzM3ZdQpiozqy+RPPijG8qd4eedBVGxJQb+6pXP0uRRqHMxay89jtkkvp7WoAwMIUyPDvBz8s3UNTLhX/JymGjwlGahwehm20SfKZpsvpq5oVlvCn3jk6/of3doM9qchCvJCjzYNHlNfvT0OifKoHP5mzGtnhXQwg/2vYtbTw8dz2QhgkvbUA2QHe08OV+laijxgxJb0hAt91K72NSjfeRO7xU7NfXKx2F8Nzv8rDr5Y1aSzHTsR1sqqVh49W10sYmDUBmzWg9kvYrZLLz+e6+/1EeCWpdGmTGnAmCloXoDB8WUrIsu3Ux6+eIT9IJmSZbO+BCZ7tFG95cvWbm9DPuKIMKxGV/eMCrQyc9iFD5H7gaXVNxZ1MBvs9jbfwmyXXl4QosO7LOibgY8gTu20njYXhlc3tiBWMDA4XymcpanWu4FB4MyXpGj6jLCtsmvdIVnvGMzQl/0TE3sH0fzFrNKA6BX7Fr043WxvcuRg1nykjX8Vs5pePPiOzIdaTNrcpASGyhw/n/+bcVRLwDkrL8FLOYdw/NXSb4Xpgz++1fGaQUzzyTjDDaf+hgpt0mfbw0YYaaBT8MA1ia316milsX0wqz5+HLNNer5aW/Bap7oBiBvJQQE6IX9mg5GtJq42+BMpVw1RvvdOVannBCyXkne6ElDtAQ4xjAgw8kDOmWFgI7YmWQZ1/CVhjlMZ7OhoOphV+7+O2Sa9+Oy8FrsUCz3ejU0xSGQEl+nF5m05jGnbT+B1KR1pxzuYR2fT0wJYC7ktYHyvzuPh8nD0YZae8sN3GmnwfC2KBpaWO66FI/JgVtt8HbNN+sNn5/eFOr10y8N4a7pos5zoT8mknhNBh3lMhTp7kUKd2Db61doGzSjnD/47tME4TGYjprHUJOiZCH90Rmf5gwMHMyj7tzHbpHfr1u5WcpvqQj1bDDu35aEe6+GvEjsyeLZpy9uTjXd+aa3Da8YUu++StbomdX9Sa7iUYutQO39h/2D2Q5jN6eUnAPkIvxEOq6BpTGt0YFJmDM14Fr3wS1MmizztbZr90GZ3dZJGjbQl/aDJDcmSITQ0lYr/lrEa+pvaziewie3H/YPZD2E2p3ffSmkY9zHc3Gg6GS62BYtpNvWKJiKqcM8t26RuK7sK+Y0dTSROrHiWE7aQYxSzaRbmJqPpBSl4tKzaBHUMwugsW0JqpQ2/3EEbUt/2P5hx+j5mc3q4IJTPU/apQWWBnLYr1RPwkS73b8gw2yy2xgWZGPyVr7XhCl5nSPym48xfRImsav1TzmBHlB+DUyqb2qy6fmEEV75rL+dqbR0d/GD2c5ht0uPje0wOU52ZdqlzgCHmlpkIh6M4vS6v9weuvfNVarISUC0E7x2Lu0Ruuw7q3Gg3Owidri/yqNFlQl6zvycTjakZvr1kNr/7YMtm3D+YDf4UM76F2S7dP76HMV/7dYRG9zrYzTQnSGiCLo/uB8MuZoVivpQf+zR1UaiDFRR2q01eXtl497wMSxdoj32cB4XxO8smMU282q9tzY/MNr0g92D2e5jt0p+WxrSlvL/NnqW5a71cRepVPDTXOWvzdlzMbHIKY1SYJAc9ahw5FNpxPRx7oCBGjjBkshLk8/mRi0r7RwdLXLVuR9nU4Zbcg5m0WH4ds016d58zGPcyfl6hjRiwnZnnFKQK9zbp1I6NrzmD1pjAVtW45DU7LPsaBrL4ihlMnRu/wN5NS8nOo+QeHxRcxglizb4czJrUz2O2SY8PvucxvhG081suHrqtf0toG10qQ7BftMWyu5jeyC7+NNey3XWBErqrD2i85OJNl5jkjkWDvQczLP4NzKb0blqraba2wn3b7WNLAHB7nBJ3xlF/bDCU4y7XHQQjEbKKGIUYqFm3cry8by05PLW7Txt/H2ZaB7Pr309gtknPHzKKpfJbSaI0KW1rfLqB9Xwh3r/LSEhEEYn/aeoiXG6Ux/uQhzYh4OVSOE0Bwx+Rck5jUHdso6LFz12cwNYiE12Y2x7M5Ocwm9Lz+5zrPlV9cRfKbCmE+LaXfNEZegv/oigOFCYP9jA9sV4td1yPDeWSwSvACrmIQKF+MIDbtP5nhDvHcZoz3snkDjuUHcx+D7Mhvfg+Z6Wm9qoMMhRt1ntYkzEo26QEJcpVWnA8YGMwoC6w17we8KSPbZPqo4rUtyeu3/0yG8i0db+32YwshpZNsYQD5WAGdX8Es0168X1Ojf9FlCH4VXdeFVeoayXwub2lQCojReUbFLgi+WBT8QBNZa+UesIChdd33S7cJFJPyHZ1rl9lWw3+qvFJ4MUUrTEtvh7M0L+vYzal9/c5K30JXnEqBCgmMa3aLCjVtie929EemTGF8WqM2qNy5TO5sqJml6b9fp4zLFIczYbHz9o24u4Hhu/rpt0woPEAuNV3MPs2Zpv0cg0hn0pso5+aIQj1nUGcKixZd7OKnfxd4R1AXK5SmRV13/kYgO+rNIUtbkMPmQYffpi81LmRh/kHsx/DrKaXL1sTbdyypNx0CqKY6cTf224dwyxm5CEAw3Tj+uXpi1BH2umUGRwPCs8Xy4zprhf/JeF0DA8gO5iNOuXbmG3Snz47b/HGgdzaO14lLGZo/FkvlLwSwHMKkK9ez3o71H8bh+wMPUQD4EHCu06sxVTDJ2u2I4gN+qf4Wd0yGzrrEPODWeof638PM0/PTwhZ/uJqandJyz22Ci8TZRDTdvmICQIEEVl07hhNLmfoTYgGX+qFin1AyuoX286m3bRy4QTq4aAzzDhj82BWDZbvYzal56u1C518Ob4/LeHLF2ejnC60uqvMxK5txVLf5jmTtbKYpSnm4UfNseMwx81RsfAEPNL0MVkf7cFL8mgb92hwp8TNVkw3SA0DS1ip3U6Rg9kvYjal/9yWsjazfsHAfXA6Ncmhu7yg6myzfnG6BflXmZaAIEeVlcMFWdGS0W096K0C7TNSKV8kruaJhhwThVMNsLv4KMt3pkY3faOfpjZRxWBImoaErLiqwRHiuqdp08EMfJRvYrZJ784522K9i0XwMnUiBnVAObaR1UYHeQKs6jQ7GyUR9NgFG1ozHeSvoNchJOAuvqM/2HdVQ69xXLit+73yFOWTjaPH/EoX61Eqq42rbQezav8XMKP08sF3YmNnm7un61XH32yDUxgpZarO7hWEGoKgQZCP0xhoEURZbVC2sZgPZRFf6BgDHk1uA3f9w04pHJ9BNuO4lW8HMy/7Jcw26f26tUgAN/jupuGtYPrwTdFtLXuAo8tRrOmBsGr/ZJfVTlG2Q+aO5TdOs75im8113IdR5E1AfEQ5mIGYH8Fsk15Oa0XKYxqxaXDkk+HIVO0Ne0lnwqlNoDUzSRO0t5BTylDZTo+7UNiW/We/UQdMncSICK0YZSWf0GRg3S9jpeTHrpMdzLpPIeOjmFH6w6LSEwthAAcgg/1U6lyedIxXrXAUUPjfspN9dMap2IQ+LOaa183JzlM6AXbkwqoiYjoQYQKaFyKoEnawdnCwU7YZaVzPwez3MJvTu0WlkTGYhdqrA1TWwACr3WBfyqKoumEoJiCe3jDJMTPGPvg3XTSgKo2Fi0gt+9n5Tdr5ButHW7FzqR8E2E5nv0Lfwez3MJvTH54QIsd929l2qs7MIrxvaTvLRUWa9XPfiOXdDgTMqP3aKXFnVrtJ6GsBJ+8php1tqGD/vCrZiIzsQeT4cTy25h/Mfg+zTK8OzvGCUmEkncEuRgB1xD7eUdu1N/hjbxi0ieV21FmMG4I3UjjoqH6UqjQF6vFDgMinCTDdlJVpUVVyMBvqfxwzTo/nnCYGthBYqKfubOVlPbJ6fHwM5w1AU206gHqVOpbKHD1uB+3L7yYp+YEuwSgTVdlG6MBPUdsm7EHwjOrBbJM+i9mcHs85lecuVoUa1b8ydgHcBdEoC+s9TTFQ71/TA5itQ3k+diKoimK57fbDNlouqjb9d/nTgwQHs7nOpzGb04s1hFJ22AuE26504VRlsni68vdiafqeDGKJHcVuQAd23877IAUCaD/ohHZjHJh4q+V15ufnYmgX4GhoX+n/OGJBOZYczL6P2ZCeD86Kdy94lQa2+NPUinSuS9bqeeUJE9xmucDu46NuyOYuF/8EOjKNTiTrbhaXgxx2UJePZ3IM3tNoU4/Kg9kPYTakFyMnMhfsotKiHG/qTmw3DOmvGNR1LpDQDmT+mDpUJVUs69FhU3M72HHXgSDbH+nCdiY1jtEZqZOvRknyOeRxfxhtj6yD2c9hNqQXV2s1lSrMZpCIxmmSt7kzhF/c0efZ0k7npHtgPtezI9GsQwOF3jk8qsx22BHh18ovGaNDntwdB+TQwezHMOvp3X1OlvHAlKW63TXIl4laCKcmW702l2urcRsOrpO2PI0OoHJXj3sPdsI72W/0TnUOZr+HGaXXDyGUINxZNgb73TDe2t0Ahww+M9fc9C4mihXKaYO+d+FpdIAb4vtpz17eWHXT/mB203Br45D/D2KG6d2ztfwe27TOKPYEZl5+0Lo1mlSvt+5L7RJ9Gax4kI/v3Xsp1ZmeUMFTlzj32TA/Nmp+M5uTBTbkle1pNLCx/cFMamA/jdmcXlyttTwHid9LIi4wUZKKlBOR4WR/3sci+mzdtvaGX6fXicpJl29tbApwjZvVkcWpuwWZznfw5VrDOszGmHcZwRbTEHHhUHrGweznMBvS6/ucnqxkwi+ftEyoTCTMFLIjaniFqRNRlqXdV6DvSHJviwBOU0fgxpuLIq1z8DZ3Tg5H7WFpIgiz9cFX6lckdig8mH0KsyE9PiEUHGCsggbxMi1SbHIj3iRu5BZWKyas385Fecnbg4/TMmg2zSGU903G87JxrpJsaMvvFDc5vTpisSPzUKwG81sdCVxHi4+/PpWxP5hN21/GbE4vPgGYAm9q5bQIY9eMmjqEt90ZavUXd4N5gIU7Rfc6aHfECGnsEjKRe5Eb7wJuOinriekR6FHpt9MiLt750rZO4BBL79wHs71dH8VsSi+ntUOQpznBwzBdvcJklUkHRhefmvArRgUNTXsbuAgiUWu7iLFaKNUvKwvoFHUpAZiyXWYbeWyIXQa0RU1hI5ibdGDDg9m3MRvSwwJfVpRcJLsEwhBOYZvMWrkbWjOFMg8gMWJUdudX/Ub1VUe2JuZHedRp+57S9iaoll5ea5t6tncOuErX3oLXaFcFWmieV0q1iIEtHbEtB7OfwGyTHhb48mE5h+f8RFwyCF4BvCPhXJktIiAetO3nzkO3SZ2CTR1m5UMdDX3Mjs6skv2GdO5DtylXkWv91cuf7B5KLWdfI74g9vpknIMNX+YaRqnr+DiY3dn0Scw26fXnGFh8DVAZ/xurlbbqQi0CUwXfBDfYn6c0AFrI4LwqKhuzPpS/CV3rbNri3qSa5IjR2vtYwa3ggHMi3z1MgJ3jYLZxBMu/hdmUXn6OAVU3W7omvfZ5VTMtwXAWr4AYOd8nYCpW7jsR/8QMCam1d47U3x2zac1SVKBeaNAG990LmNgp1mW/Lqb1pZH3nbOvxl5tcl1D0zHjYPYVzKb0p6+MsXkVDAaIVzVTMEZrPgakycNyDwiJaJ3M2+x6LAWZ9gMHl8V+xG/6rM0nNlLrlvnEkkeLO8R2B8E9ygez38NM5M8HJ5yfmMBUSLka7VvNp92+3IVW1sR3/6blBNv0gEBuX4AiGdOnxItJT/ogDszYrfrF1teFw02HHqY71oyz2oZGBdR3MJv0fRmzK/3x4FTanCzSrl8p0Dg7aZ3CC1EXNOIbWQ5ckQMdxbw9u9A7ZykqxKzkj8zJjD4/qV3Tehk4Shwf9GOQn3ctlHzGTjYZdjD7Pcyu9IeD0/rmdJNbRdp6oqWNdHC5DusZn/mEtsNnAOoapt5JSPZuhoHBZrvdv6mTqxZ1TekEosLfZAvbsKs7dpCD2e9hlunFwWl0tOMmOGywP01jwkAKku7qSLKnMkK8DfrwrQK0KXTBNu+HHTf24areJRn9+jb0mOb/fkpTipUzht0ypB3MyvZPYNbTf/ey9dJiPizTlGDE4lEe1p8pqYtCqvTpBXfIifY2dhU9m6DuWHKanvxXi2BBas2HEWjXaQ5mv4cZpRefALwYrt3PMZgOFFJSKecboy3M0hvWGzOn+RQ1aj4rFDHr8jxjlyfUCa1UNx3aFrOw8+L2/n3MyYRuE8k9mMnPYbZJtwenQTAUjWhKp2DwVMR/VfoFAgDi5rUIXW808L04f8vAWclc5iArn5aBqR2NIvEFZwQWp1Tux4Qp2YY22FhHlz6ShM+ttn4HvlG/P5hl3q9gtku3BydyV00m+UAxHf0ju0kNaLkhbZWUvSxO4K3WUxG+nB1vGRjsq2SwOPhSmg/+qRQVpZPvmM7boD6d5XtfK/uWbaeDKg4+t59Gg+XqwQyb/AZmu/Q8rfWjvrwIq5Lrg+4aUvKrc4UxhWTAzepEC+pNAATvVv0t2KwPRwryQ0Mw2NqocPBRxG9LWMnUPDZasoypKFRi/6+6udCHrf/aXTqY/RZmm/Tw4Hu3bJqmuxFQS1owjECamoyFVvM0ugOMFoPslqYos51BdRljet9xS3kUl2bKcOtA1//64DR3zEH4aiWis55d1sFsFv9vY7ZJzyshKCqSm4tZ7PzgVZG1oyV0itHz0BhnQbXVRrmjTIZvQOPL8qPPzoY34ktnHfREmZH9g43qe0PHpLgfzDZNP4vZnB6ntR7aVmAi9d3BF86IwdRKYQqGCRhp7FUJfr8aadQeOgrqInRstTGDzhX1bWzDEmqduW7Gx2PheV6P7Pc2YHvnXXLqYCYYC2zDEmqdue4/gtkm/ee2dEgBvJY9MHYCR8fN8jqOwsbtuJ9BaU7zEyaNwFn+ta9rtbrih5aGDzaRabsCAxvH+htdPMI8KxyaH8xuTdsV/EuYiTyec9I+sdLtcY9X7qb37/BXhyLPd51tBW9/Ex/bMCvjBgUpGFCkPx0zsTv5wkwpNTwZIPC1xHMo3/kRObppA/UPZntfvorZJr17Qqjcn9Ewuq+BCsbiwkj8EHUkJWMHBg5G1ToDw7ghw7a2Q75w1lDHJDtSjBboSw/2ZWoEoMarvaDsdZXqmzRHhX3dMHnpqwezK++HMKP08vE9BASlO/uwsdiOZQ0ZbHwx2Fr1/MWg76YLwJAbkbuOcHtFTqvPRjFJPdSBA0Pd2AwHCBo6gghCOQQHM9n79lHMuObd0x0nnXTSv5f+vBLCSSed9M+kc3CedNJH0zk4Tzrpo+kcnCed9NF0Ds6TTvpoOgfnSSd9NP1/Fgs6e36SXq8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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GcaLleCxoLychAX46rZ/aS2LW2Ft5/VVFLeKqbHU4fumrDwWsS0wGr5DFlEtNv+7/zRfqhze52qTlXxWsMMZrxdutmgGV5DSADXssp96H0HYwu9p+B7OuvLy39loLVdhzoU+DSq8Bct1CZaxhNCLRRgLHuD4d3JVYU0JLsJWtDieLXwjrjaB93DUiW1fMANhEN9jXrWLmywZ0NRFlit5O+spwAFYWyw6zinSRXE0nm+aoHcy+iFlX3l3nTNN0HgLOmCBtAW3vREl1mshIafsaV1TRepcP2ODBNuXV5OrWqWX4XR5wAJImwl2BAtrpFUluxeb7YkjSJNbtHcyyuS9g1pV3C3xhQIQ3xPvYEfTox5UrJFTw3mXrF79SfK0MojO9Rl37hgGh16Mz5UFfzL+UnZC+9FsuxSi/Qn33rOuB6/EBfkOjJqMAdv7OCAkfzD6FWVOe3zLmVpLJvGng2G1dHWUKsyV7KxE1oGPXtFHSYnPrhXGHbFkzmtDfD8bwKx33Aahgj/owxCleT6JejREa1zEGIRs8QsdSfMzGjS8Hsx/EbCgPl1KAEqOy3cQK6ZYmU+en0N06Z/WmqyFMBntVP7lNBCjPHljU/OKS5AT6IXyo34kphWYZzce7wvXG1jRbxc7BLA6Etp/GbCjvbt+bWBirdJWzXBUhaN4RPNYgqxadY2OQI0NYP+hOa1Bhs5sAGrOWpTBYBg8ZG9vDiV0/bLW62z4OJg9m38OsKe8W+CrPBVHSsYMnQiL4aIKdY/fE//qspAf66dEGz2D4ZufOZ2VnTJ+UEamIrj+6r9EHfsQCfJN9SlQ8D2qc4oF1y/R74PgZGjNn8auutHoOZqQ8fPs5zIbycoEvcExpf60S8XiUCHro59h7CswkZvN/lvWTD3msDD6DL6yvLAqFdsR9V09rGp/LUwk76WkZ1dBahmMKRV5fR9AFsED6pxnuYPY9zIby96UxnWHjOMdNsANAYkkd6e7GlMvZKfXCZqCffS0zQtMX8pf98vghQHdFyf0GFFxmQ7s22Bb/4RjFyQ2b1Aky7B/M+vILmA3lD0tjUgSEj68K3nawP0dBwtNTBJsJB87OBN844Wx2E4Sktxngpv+Virt3joimpT7m9V1XP2HxwCGfmLkPZh/BbCgvHxm78wgoisET9I6aLHszFVK5AoUnYf/U9Pg9D444puU3x8NUsPXOTMtHUN+OQf12UFvKfaYvUsqlWH/ny+Tvwazd/1nMcnn55STnU+yk+b2yIABNx/cAqHGRvKlYd33mZf0xb9j7Pm4wT4Nj7aI3oWPEahrogjYmCO75O/3GcnkBJuZpZMBjDX3DQwezH8Ysl3dfTgNtfyKGeC+mCYffdwHIgyL9BnEcNdc56Yoz79VO02nx7kRdgCzVjrIw+FVrq7iYT9tlilermm7NSa628rNfceay+aIdzHrxX8SMyuO6tdE+pnfEVTwNCrbrzM0uSKg2TZKPsQK8MdmWvRA4iM2TA/bL3nVq6hcXPxFAk4mE4exTMgt6sXNWBQ3YcnfWvpzAcSdxxlkUr4NZUvurmA3l9czJOvKsLMQKvHGvvEtaHh9HdQRQ9rkNW1OvuZknCKi7vo5xMj3ziG8KTk2dYzfbB7Ok/hOYUXl347useEBVSaelSeaSNgEyPei7hlC0jRGVHzSizsLDsiG7Vro2tT85TOnxIb0eX3LWvCvAxAI+2HizSxA+/jhO4Fc8xwjetXnRHhldSqepG62vB7P1Hcya8vL2PV1LZKlez7rxGfR02l3ysfaBV2IjGyh2LNo2+dE2qLofzfUBqLstKBMaaxNTdoEa/I8LyjknysMSfMFGHqf9YPMS0J/tpW77+AVfDJeuRwez5P8nMGvKu7TWzorJyp9sQ6mJRm7tjwhJFk5VexQJ6mh0u77OJ7NjzSBw5q+QgZZ/ARTU2z7vSP6mNmvFy3Za//eLcUz/bluvKmjRy5+dMwezD2FG5Y9LYzZ39CP97G1deT/Ju98QZKu/elwjn0YDZwwNU+PmDqCiv+5DlW9yqtaH4t9NaZvhlwL9oIEb2R9PKbA5zC6m4GDWlJ/G7Cp/+nLWvm4mpTss0uJHmxSBTC4x60DX4+SxpTzIpgqfeHJgyHVkLUFaIx+SUUJFt895vZdsJ73vEeuLO+3TkeU5abXGdA8atsafanckfDAjWdv7YcysvPhyUorR0Gp/Ih4BAa4UlpG0F8BmGz2XCWggisWpgaNxlxOltntFOmHtWTbXh/8VgHzJoOuZrVIXf8Rl8YTL1Db7fzD7Dma1vPhy9gHgkmtsSAz0oMCdrKpdZ0JvZBpvPB9K7gwOa6meTmq0J+eKcsypqu6u5AsDEv43ocgvwZ3yuYOZH/sMZrX8+TdnZTswoU3dqGlz5xSntFOo+97Oi5Qh0SFVC2KFx1gvTxhV0yu3/vJCVZzZ3nf0YOblE5hd5f2Xc6YQ9IK4R9NxtT/N75SBFFu5pzkgfgN0bhQn3zkBCu03TTtB3bu2bi/Ua9ab3BT7OTODW3QfzLz+M5hBef/ldGYikGSlgDr3mJecqQg4i8eUNxrbO0GQjNziX+fuA5B4Ifdp2sDoCh8L7iuXDHi/07HSL5g2lvwzy3+T6D7GXxJF+WF6Oph9BzMof3hkTPd/mw7Q4A4QPTy+78AI5loAZnkdt4Ay74SGNjWhiOp1c0r4lnFD/aajsn8WV1++w6vBF7VV1KGP2H9XJOHVTPlrX0tTekia+9GMKI+13pDywex7mOXyeOM7PsEg+U/4se0bVlJocLMJXAgSbO99IHbmHwxbxmIrcBN0eQgWb5gG1kczuqS04xe1ivev4ThsSx1KN4LjYEjxuhCTzm+2IVmXIdLhfDBbn8OsKw8z5771ywwu2EisA00k+Ofy2+QlNQkWG9gz7V82cmZ19dg52AeMupBrkpg1wlWNMWAMbAkJzgxOfGrdiA6kKGOnFjaExxM3L6drjJpV+GzEodCsGmNjMbB+Hcw+hllfHmZOZF8LrBC2Qp2GNit4IpFL2s48Ut/8JM3WSmycabST77iqziweYyExmImuaEYHmq7HDs1OweTI9DhbUH98EIKd0UaeDg5mX8KsL3+4lBIuRAqUDr1ovZaz1Sh3xyW5+Quz3mbY6Ry4reO+Byn7NFDa6VqDs/Icx34U3behgwez9SHMojy/ZSxN+yvuULL9BfvwqVCBoY0LsqTkBXxBgF0KAXZZNTNXaaNclX3W1LWy1TIjSODiAJ3b9wdNKx1o5NzHg9nnMOvK81vGkEn2frmrKr0hBtOhkhDAj3mhID/TSZFoFqcC1RX1QWmXXiSfgSyntIvvTUWJWCRcc31rDLbvJixJYvnQwexzmHXlVVqbln4A5boDWc6WFQVASxgEC7JkZs/eN9SKI8ocIeoM/cvbJxM30en8fxPMQtV5/JcBxTHFPmD3XbpMD6wfDh3MPocZl1dfzi6FlmVsLEW4pEx8uh2PkchstNKOM173yBIqkrWW0qu+J3kczOC/DDLscApJZ4PBYga2UGm47g2lkR98Oph9DzMu714ByNvF43wsrjPBMWYXd5LzAGPUaKBNKnTZUZDTmjKhTg9+4zOyPA5mQTHuAOn3ttSfEkOaptD/zo804Ml3fgK//Lg8mHEzUvAbmA3l3SsA18pPhgf92cHUzA+jp8gu2QixlSDFRxrVOwhylz99V7G+8bmbTQpbNzOJiaX+U39wtNCPP9116sfWGp8KScaxz6CM9R/MaB/Efgmzoby+lMJYJKqRSbYJO7e9mdv14Xing7tqc0V51rHERGFLm+N92zpGOn97ALpMCien9O+pNCYOZn3bX8YMyx+uc3LYZVEFSGpkCq2TnVdTb6pslRxkFOeKLqxZRyFeNpgerc8DZx5qN+UORHOc7xt9r3327WBGPv0SZlFefzkVwmVd07XyrUvuo8TZwnk8uLQuEExH0D57gsc66HWnHFlD50cFmNMYq8ablnHgoO5sodqDx3RdH3uZe4LHcC/s9eu4HszW5zDD8j6t5RXR9q8KSZHYLmjzrHmXFU3ZCsrsnQhnHTnSjiZxFi77FI/5Dhfux7y4RzcA11p0G6auOAN53VaXZwjypYlB7ArEXvp+HczW1zDD8ofnOfs0hN8JqShbfsAvpxL3UaHduMUzwMqjQ+uIacZf+FqiItWPmGJIaZPZbGPtbJJCILRfOr99ab4BHYjWD59G2PbB7HOYQXm34vtQL+5LhqRkESgidIj3QS6zTqfSKof0qmMxNIyodn7ZwJh8B1n/mXGTgzGeo0KRLIy5Efpio5nbH8y+h1lTnt9sPSlpKHG+Y+ShLullKp39yMv0P7WRaptH2+Rba5vs0WzUCbdp4mSXZq12UDD4SX7QeTD7PcyG8vhma48bp0FgyE6ICfd+dz49u9cQDBJdeQUAfmI73dJGfYL7fRvEs32RTmmju28sDWmcUDyI3Dv7tt2ne+gj6O/i/6D3YIbSP4zZUJ5nTtMFQepu/sgYS9qMF8/0fnl7JWa9cctuQ/Mf2PvzRZ93OiPJV9ZvnslC//H85/LxxQT8D8g9HUtj1r80D7gezL6H2VAeZ84OlNYSpgorHEos3qQFAtstg2r6KIeXrLqqWuNWKjB7NNNAGrR5CZu8MgDabFzOx55SIopfp9fwUPbZ2+vB7IuYDeWfL41phyg1sBg6du2Iydttft8dI5m7pe1LuykjQoeb2SeNwbtZQkmvASK5in0ZB2rjvz88LFF3fUqRvXHzYAb6fwYzKM8PW7MOpc9VQR2znJslAl3R4MAdm97dPNwGddLzUJz4IMijWpxZGmZtszOlCUHTodEWz14Hs6zrC5h15flha/y8YzQ61vQvPHrhGMvwmeosOyu6ZX8ecOwXM/JKSVJR1x2YjpcZZ39TMG7+VJVCPfnU2TiY5aZfwKwrj6vvlWkcp3reLjl19Ui7+tRsomgwrXQ8iWo/InLjFdHjnObyT0s78xvol0zdEX3yea8sl2Y4TqFo8CXdwlFSGDkHs+9h1peHs7Xi3/pyckAyI0ly2DpUqfN6IDXqmQBvelMciAva1K5JPXJ+031mv69uWM6yP/n0Z8PSfPdNyJOPi9bLu5nRcpfUx2j23nw7mH0Os6G8v7cWmaIEbblxNaMTi3BwEEzNbfHWLdcLOtqT8NrswrhNMoVCJc8kInvwSu67rEUn6HN/ppjTKwjGYrHmL1drkfSi5MEs5D6CGZbHSymt7k6v0CGSScyCg0bmOntKobQ3mS5YJBi7sBBi1y8cVJKrefYpfhRXuqkHPstg0DoIPYUje6ltMwsdzL6H2VBe34RQCipnVutYbmLAYmOIKgI751W10kENRMa48GBlO1Magzqlc4ymATagQu3XKsza3VjdjbKDWa74AmZDeTFzalLU4aLeD2afaMMpUmJCXUt9PRZIU5CRUlvdv6dqPpQWqnLX9y8dXe2AqXEKe8V331aXvM1Q7hjccz8tfXF/XRTTK02O8YobB7OPYTaUd9c5xUOVUgY7Zs8N4jL+IFFnemn2eaHR1Ihzlv0imfKIFFSlRw5kxYO8mu1Mfd5b7DsPCtmmdJKQbiCBrPc1O1NWaPcWuvz3lJN6Gs4HMxL7AmZdeXGd89ImeN599yxwICeLd9363N3230q3annsbL8J1Xkx4qA1oSNoqBzbm/GcH11V03E8gdMs0Q0bbWRzXfT0YPY1zLryh4et0QjT6FNbfOq769hDoVTJvWA2FdyZlHQDy3waAl4MdcUokZ5+v+3qQLVG3bpnOA3Z+pUS2sfdg9nnMIPyuG7tZW+/gHUE6ellZuiHtc9s2aiMTyPD0vbeZmawGawMzZ1stVfnF4GfIvhC1lV+oyyIbinv8Ks+HcxGjVHzY5gN5XHdWvvuywjy5Ym0v3BvPPSMpOu8NdU0Lmp6Ij3mOsl39thLaWXCnlINt1bIGCN+jaHVMivGRVZOP9t40fGDWZX8dcyG8u5dKVvh7VPzQ8xnJyzN4t5HemBPrSqJFTd48qDMIWdYchuQZMyDju6V1VRrWyLdkKPHl6B+gayKrqWSFhQPrp5xqNfLD2aXe9/AjMv7d6XoKifauKslsWjSnMyyjSqThX9SmK9RJc3xLSQmjFneNBo5NZHVMC/qbdoa6UqvsjoZQs7LsuImF7GZEPRWh6qdgxnp/23MuLx+V4pahxU+fdl6hcDxDcjqnxqVTI05SExzIpXRdC2/GVmcthObXV3g6Odd6OzqGVqhn6gb+6ErH4w4JWb0M6C6FLaLM8jIVMeClxn17YOZ+f8hzIby+l0pAewCelgrqDL2bfMCxwIicYcG9K1bObSb6kVI2qnX+EkW3vQdMweDsPr98UHlPDL83TuK1fFqd6DNZb//vNu+D5x6884SWWUIZMF9l4rgBbaD2focZkP507tS7OmbYI9Vc2mMnlC8Ggb0TaAb2UxWnhbYQal4ZSbPsQu29IWljClRP/tGtg3b8kQ7Cph+q9IwgyplpTGZSnooBAZUeQAY5Cb2PZh9DzMs79attTgCO/jfYjC8aR+7m+x4r43RxS/TMSGyzvEFpz4dgFrQ3yrrfLL+30Q0bgOVXEdoduOpM8uZUys3deFg9j3MmvL85SysowWt0WmscKKcogV5DbXnam6WPjtUbhW8KDQ27hzpRPjWuPQpVAU2/VNJYOiK4MbB7FuYNeX2y+nuJMXy0OHUMsZFGjnZdwvRRXiSVSxuf6VEboFGmWKESH/nYdp2eYWcKFKdu56i/ilrRN+wr9y/4h+Pspv06GC2PofZVG6/nO4Wstg0GqZjw7gQVWcYxMrJU0iWSNVcKukSoob6p1P7C2YGgSEBztz9dq8vXW5eCIR6zTWNtoWkkznNk4hmXckWxvJg9hnMpvK8hhDvdw/FlefWNnW1Xmg+ZqfRjJbTaTWT4dFCuRNSunQya6WzmFu2P5GN+jw/2Ye0DBjvv0CbJMLfBI2Rmla2g5got0N74j6q+eTHuuniYPb7mPXl38cj1gvrL6YuJZiU1gjVpSleIn6ylp8C4zTgdZG/tdXwLT39YPWpf6AX2vm+HeabrO/ac/xKfGjf4pPKVSfFJ4rtwewbmA3l3Qkh2mdeeZK/1Tv6djPf/xPZiak2i+YL0KD5oV+91ibnKXqUJfOO1Kqx7WjjYNbt/xRmTfnDa+eL7aq7GJoBqOkJ73cjamrzzMBxgoCQrFZhp3+5ai88C9wPQ6nZZNq5RhtPdCj4Zv45mL01+zuYPa4hBL86Wo+VPm1v+GXgW3ydKz1aRPm841NSAGgz+G8fcYKAf59kfchr88vStdQUo2BK1ujh/Q0B26dwA6KkjSjYdE0Hs9/HbCivX2Q0/USQbdViaLUdP0iz5Xdv4jwvk/SNowAqlg5O198ES8rffNTfkBU1OCZzK45fk1uK5J8gOHjRPSXdZdnLyebB7PcxG8ofHhmbiBqOirGKxrGmc7rWvvH3ClSwrCaN3sxuOE7YZD6MRdIgQBLtoyDT2rscG1u1oyvWsmEI6OFbGnQ4hrN8CNYwzcM7z4ioS7PMWm1fDma/iRmXh7O14N9SBwVm7GWPyrgsMKi0Z60s22HeUr/JuCQucMYsbEs6Keae2ZKFBry6U2RPQp81XbpvSI7i/ZWrPyo1vUP9aK74hnuownQCM2O8XRfGwNtLPcnqnwezL2A2lb+dENK18q1cugoqaFLIOuQJpZmvA9rQdmenjCGIrtTq27nELzhLEU3NZUUql6nVL7qn+PAU4TMPKUE0AcDkftnputH07WD2Pcx2ef0KwCayK54wZwOSNpWPdf4gzRQ9Dz2szsI+PZOYdPGxnFrZQNW14JYzolhrZxfdFQYLmVSqUIec7IfrpVter/4RRfircjC76n4fs648L43JrENn3wTriizIlEattVqFvbnLAbrmO/BA/hyZfIxVQEoyTjbcx5uxyTe8dHq9uQ0UmoA8PUK/KC4Hs+9h1pX3NyFsoyXt4WPuJez32dZzJepkgh7bD8bYRyyT3s5/LdkR2YddoknFDYpjyW7uJiAe/IzJwex7mDXlb785p2AVYyTQMVLHihMl8fbUKQFBhbq3mdat3mEX+00B52cDx9lIbrKbbmbr+nQ3WA9m38Jsl+c1hDihJma6TlVHT/wUuO5jLqhJTXqLU6InazxR37aTlKnLlLGmK+tK1Ei2Jeo0ye+ewm0h6cS68DqmpN/AtpuwmYHNjoJ7Fjb4coUrmqBJfTuYfQ+zoTzf+F4oBzZ15dPYuC9rpdPXfuNy+kM2BkphilJjOF3sU0tGAtFiau9sp+qol2QK2F74jVNNP2Qtuo5Afdnx4S75Pl4yaN9yuW5vAncfDmY/h9lQHu4Q0mAF1KFxPFFG+8gSNyL6AWZJn0mmo5x1BU43O5YZAxRoGbFgr/EltZuZba3lIGTq1Hx8s2a6gZsf2ZpM4QjSQY4eQTqYfQyzoTzOnIKOEIP4pV2f9jMNAoEkNqudgOPdaW8ml6SqYST0QeDsHpJwvepclVg/dd0R3KqdBobetoTlREDvo4HBx67+YLbW1zDryx9eZJRJKfFaClrDCE4goaAj1pZL5Fnubl/MbhOMrl0QmvrfN3dzeCuLgfVvACGN/W6KU/p348H4HMbB7HuYQfnT2Vq8cTdjyqG9qjKR1tudJnItdonlhve9tvu62yu7uTo9WoKPy21kOwp/2fbVOWEDNz4DZVdBWXXUwAC4g/lghuUbmFl5t0yJNnULH3IVrF6BcjMASiowcSjbhl7JINuwlN/PkfI19BF1NSFLI1KLbF3/uMo8sSjKatvPtUMM7bs1LNHGwayx86uY9eXhy0k5ftpBblSsXnDfVNM3BqVy6DVWiHHaHAeNDjJsF9rkU+k1TUn4JB9AVkJG1oOMg0k+gaygwpQe0bEc/dqPg9mHMOvLnxaVLmp9U3JFWX8UCzBT66GWd742GMy+Dr75ExVwja6cliBAEz6FianIfCjG9mU7PQdpNkvbm0FLt961k8TB7FuYNeX9otKuq2MXrsgHWvvdDxgTnvqIxx7ljMUa61NkGtwpMZmNlnUrmibc590HW7a/xRoxtTEqiuOxsbMOZndCLvxDmDXlxcxJ3WyY7mmKvktcQgGkC51CJP8pqEMqtxttNcB8KYp7A8zLvtY2jcdiW9sjqwSK7mOVMF0N+CNLYEOHC9rUxl07mLE7YeZXMGvKi5mTVOK6nXLjYLGqQ/2CXixQqME6ZssC43ePdLY0Y2yi++4ZQf1oX2OGEdfT0fIOfIe0rEhfkk+SPsBCEcHxvjubrWCfJh0HMzLzAcya8rjAVy3sdHO4Zbg+fZrtXoHjW6OKH7fbURVjSQJ4ltEGHPQptR985/6vmmSZvvYLQilU+70B+8WNg1n26QuYDeVxga/OwWJQVx0UneNt4fRByqG2yQ0Jj1kKpTCVSDvWtWO7iiOP9gZg2oSmI+tGphk3vX9v5Q5mv4fZUF7fhJDJVGF7te8hfE0PSCc4OCgtQh9ae6SyJGRi9RImWYhPRDQXpOOivoQvpgTZ/lX/NXxlecrgoppSwJXD1qo4mH0GMyyvlylBsk1vWgI5IrlbVqjHqSF0wn1Qyk4UfVp0cHkaknR0jvmAndK6+4nG3iilJHvXf13RhsdTB3z4Hz5OLy0/mFU/2ONfw6wrj6vvjWSnkVGkeqFNogjDgjFJbSF94CeH2BaC3rFx9Tsc54XmfJt+NE03UbfmBtlUOHY8OF/Yuvousx9du4PZz2LWlT/cvsfpw2pf4FQ0eGpy6XAsi05YeMooDIUL5Ss3T/VpALBg1x+0Tewr0knTHGKxKFFHPzV8HdQp31uWdjXJ9uVg9j3M+vJwtrZyFD7lIDIxTniSiBVXAzb6AaeFgXNVTJebqjoa9BXVsAsSA1LCdk2Xqk6eGMoRu6bFsVCQ4xdYThfZdXuF4y3Nat20QuVg9j3MhvJ4tjaebzV0tRpilrnRR/ToQUgMRuMLVp3YH3NPI74bAI+acXw/m4QToOSmO+lmZ2N/ri9OrXQsWBXbaBqoaamQG29Q98FssvOjmA3leWnM/Sdy5SbIwhsyg6+N7FrxO6Xju5xXeTw0pTqaUyObNTaz2nIR/ChTdn+34QGX7FCbrT9eLSDQZkWOlVSQL4m+JVfhUiFjkbp3MCv9+GXMuvL393O+LQX8v7RZA7GkfGHHAFC5G4N36oa0KFdwLX8hBiU4WP7VWP61HMy+h1lT/vh+TkwhKJ2Y5JXSEqNQ1snlLijE8FoP3LTTvM+zRcO4sTrdcyoy9m3qzxuVb0yNug5mz+XXMLvK6/dzXgXeLuXT+2zM05NbBnugpuIDNuH0IbY6TK/MLTN5ZHPRH/59FKvTVV9rbP/Qt5civZ2m7U4zD2Yfw2wor9/PaYQlYFTL3zCWZWpROob7CaRGX5ElHkZfkt+6Fp/1BhPLVjKVIlH97XrUkeJd/6v3xayX8Lv2OIkfzEZ/ux79BGZDeXGH0EWDAsZSaq7BhAqn6Ey+EIPpsGN2WltjEPHPBdRzEadmWeJhk8H9pSutp5NaaW5bhwAey0X8zFw/12R9Zk/3ZUDzvv+yFOfWWqq1x5x1Hsz4WC6/iFlXXpytlWVroZY3iBMtx2NBezkJCfDTaf3UXhKzxt7K668qahFXZavD8UtffShgXWIyeIUsplxq+nX/b75QP7zJ1SYt/6pghTFeK95u1QyoJKcBbNhjOfU+hLaD2dX2O5h15eW9tddaqMKeC30aVHoNkOsWKmMNoxGJNhI4xvXp4K7EmhJagq1sdThZ/EJYbwTt464R2bpiBsAmusG+bhUzXzagq4koU/R20leGA7CyWHaYVaSL5Go62TRH7WD2Rcy68u46Z5qm8xBwxgRpC2h7J0qq00RGStvXuKKK1rt8wAYPtimvJle3Ti3D7/KAA5A0Ee4KFNBOr0hyKzbfF0OSJrFu72CWzX0Bs668W+ALAyK8Id7HjqBHP65cIaGC9y5bv/iV4mtlEJ3pNeraNwwIvR6dKQ/6Yv6l7IT0pd9yKUb5Feq7Z10PXI8P8BsaNRkFsPN3Rkj4YPYpzJry/JYxt5JM5k0Dx27r6ihTmC3ZW4moAR27po2SFptbL4w7ZMua0YT+fjCGX+m4D0AFe9SHIU7xehL1aozQuI4xCNngETqW4mM2bnw5mP0gZkN5uJQClBiV7SZWSLc0mTo/he7WOas3XQ1hMtir+sltIkB59sCi5heXJCfQD+FD/U5MKTTLaD7eFa43tqbZKnYOZnEgtP00ZkN5d/vexMJYpauc5aoIQfOO4LEGWbXoHBuDHBnC+kF3WoMKm90E0Ji1LIXBMnjI2NgeTuz6YavV3fZxMHkw+x5mTXm3wFd5LoiSjh08ERLBRxPsHLsn/tdnJT3QT482eAbDNzt3Pis7Y/qkjEhFdP3RfY0+8CMW4JvsU6LieVDjFA+sW6bfA8fP0Jg5i191pdVzMCPl4dvPYTaUlwt8gWNK+2uViMejRNBDP8feU2AmMZv/s6yffMhjZfAZfGF9ZVEotCPuu3pa0/hcnkrYSU/LqIbWMhxTKPL6OoIugAXSP81wB7PvYTaUvy+N6Qwbxzlugh0AEkvqSHc3plzOTqkXNgP97GuZEZq+kL/sl8cPAborSu43oOAyG9q1wbb4D8coTm7YpE6QYf9g1pdfwGwof1gakyIgfHxV8LaD/TkKEp6eIthMOHB2JvjGCWezmyAkvc0AN/2vVNy9c0Q0LfUxr++6+gmLBw75xMx9MPsIZkN5+cjYnUdAUQyeoHfUZNmbqZDKFSg8CfunpsfveXDEMS2/OR6mgq13Zlo+gvp2DOq3g9pS7jN9kVIuxfo7XyZ/D2bt/s9ilsvLLyc5n2Inze+VBQFoOr4HQI2L5E3FuuszL+uPecPe93GDeRocaxe9CR0jVtNAF7QxQXDP3+k3lssLMDFPIwMea+gbHjqY/TBmubz7chpo+xMxxHsxTTj8vgtAHhTpN4jjqLnOSVecea92mk6LdyfqAmSpdpSFwa9aW8XFfNouU7xa1XRrTnK1lZ/9ijOXzRftYNaL/yJmVB7XrY32Mb0jruJpULBdZ252QUK1aZJ8jBXgjcm27IXAQWyeHLBf9q5TU7+4+IkAmkwkDGefklnQi52zKmjAlruz9uUEjjuJM86ieB3MktpfxWwor2dO1pFnZSFW4I175V3S8vg4qiOAss9t2Jp6zc08QUDd9XWMk+mZR3xTcGrqHLvZPpgl9Z/AjMq7G99lxQOqSjotTTKXtAmQ6UHfNYSibYyo/KARdRYelg3ZtdK1qf3JYUqPD+n1+JKz5l0BJhbwwcabXYLw8cdxAr/iOUbwrs2L9sjoUjpN3Wh9PZit72DWlJe37+laIkv1etaNz6Cn0+6Sj7UPvBIb2UCxY9G2yY+2QdX9aK4PQN1tQZnQWJuYsgvU4H9cUM45UR6W4As28jjtB5uXgP5sL3Xbxy/4Yrh0PTqYJf8/gVlT3qW1dlZMVv5kG0pNNHJrf0RIsnCq2qNIUEej2/V1PpkdawaBM3+FDLT8C6Cg3vZ5R/I3tVkrXrbT+r9fjGP6d9t6VUGLXv7snDmYfQgzKn9cGrO5ox/pZ2/ryvtJ3v2GIFv91eMa+TQaOGNomBo3dwAV/XUfqnyTU7U+FP9uStsMvxToBw3cyP54SoHNYXYxBQezpvw0Zlf505ez9nUzKd1hkRY/2qQIZHKJWQe6HiePLeVBNlX4xJMDQ64jawnSGvmQjBIqun3O671kO+l9j1hf3GmfjizPSas1pnvQsDX+VLsj4YMZydreD2Nm5cWXk1KMhlb7E/EICHClsIykvQA22+i5TEADUSxODRyNu5wotd0r0glrz7K5PvyvAORLBl3PbJW6+CMuiydcprbZ/4PZdzCr5cWXsw8Al1xjQ2KgBwXuZFXtOhN6I9N44/lQcmdwWEv1dFKjPTlXlGNOVXV3JV8YkPC/CUV+Ce6Uzx3M/NhnMKvlz785K9uBCW3qRk2bO6c4pZ1C3fd2XqQMiQ6pWhArPMZ6ecKoml659ZcXquLM9r6jBzMvn8DsKu+/nDOFoBfEPZqOq/1pfqcMpNjKPc0B8Rugc6M4+c4JUGi/adoJ6t61dXuhXrPe5KbYz5kZ3KL7YOb1n8EMyvsvpzMTgSQrBdS5x7zkTEXAWTymvNHY3gmCZOQW/zp3H4DEC7lP0wZGV/hYcF+5ZMD7nY6VfsG0seSfWf6bRPcx/pIoyg/T08HsO5hB+cMjY7r/23SABneA6OHxfQdGMNcCMMvruAWUeSc0tKkJRVSvm1PCt4wb6jcdlf2zuPryHV4Nvqitog59xP67IgmvZspf+1qa0kPS3I9mRHms9YaUD2bfwyyXxxvf8QkGyX/Cj23fsJJCg5tN4EKQYHvvA7Ez/2DYMhZbgZugy0OweMM0sD6a0SWlHb+oVbx/DcdhW+pQuhEcB0OK14WYdH6zDcm6DJEO54PZ+hxmXXmYOfetX2ZwwUZiHWgiwT+X3yYvqUmw2MCeaf+ykTOrq8fOwT5g1IVck8SsEa5qjAFjYEtIcGZw4lPrRnQgRRk7tbAhPJ64eTldY9SswmcjDoVm1Rgbi4H162D2Mcz68jBzIvtaYIWwFeo0tFnBE4lc0nbmkfrmJ2m2VmLjTKOdfMdVdWbxGAuJwUx0RTM60HQ9dmh2CiZHpsfZgvrjgxDsjDbydHAw+xJmffnDpZRwIVKgdOhF67WcrUa5Oy7JzV+Y9TbDTufAbR33PUjZp4HSTtcanJXnOPaj6L4NHTyYrQ9hFuX5LWNp2l9xh5LtL9iHT4UKDG1ckCUlL+ALAuxSCLDLqpm5Shvlquyzpq6VrZYZQQIXB+jcvj9oWulAI+c+Hsw+h1lXnt8yhkyy98tdVekNMZgOlYQAfswLBfmZTopEszgVqK6oD0q79CL5DGQ5pV18bypKxCLhmutbY7B9N2FJEsuHDmafw6wrr9LatPQDKNcdyHK2rCgAWsIgWJAlM3v2vqFWHFHmCFFn6F/ePpm4iU7n/5tgFqrO478MKI4p9gG779JlemD9cOhg9jnMuLz6cnYptCxjYynCJWXi0+14jERmo5V2nPG6R5ZQkay1lF71PcnjYAb/ZZBhh1NIOhsMFjOwhUrDdW8ojfzg08Hse5hxefcKQN4uHudjcZ0JjjG7uJOcBxijRgNtUqHLjoKc1pQJdXrwG5+R5XEwC4pxB0i/t6X+lBjSNIX+d36kAU++8xP45cflwYybkYLfwGwo714BuFZ+Mjzozw6mZn4YPUV2yUaIrQQpPtKo3kGQu/zpu4r1jc/dbFLYuplJTCz1n/qDo4V+/OmuUz+21vhUSDKOfQZlrP9gRvsg9kuYDeX1pRTGIlGNTLJN2LntzdyuD8c7HdxVmyvKs44lJgpb2hzv29Yx0vnbA9BlUjg5pX9PpTFxMOvb/jJmWP5wnZPDLosqQFIjU2id7LyaelNlq+QgozhXdGHNOgrxssH0aH0eOPNQuyl3IJrjfN/oe+2zbwcz8umXMIvy+supEC7rmq6Vb11yHyXOFs7jwaV1gWA6gvbZEzzWQa875cgaOj8qwJzGWDXetIwDB3VnC9UePKbr+tjL3BM8hnthr1/H9WC2PocZlvdpLa+Itn9VSIrEdkGbZ827rGjKVlBm70Q468iRdjSJs3DZp3jMd7hwP+bFPboBuNai2zB1xRnI67a6PEOQL00MYlcg9tL362C2voYZlj88z9mnIfxOSEXZ8gN+OZW4jwrtxi2eAVYeHVpHTDP+wtcSFal+xBRDSpvMZhtrZ5MUAqH90vntS/MN6EC0fvg0wrYPZp/DDMq7Fd+HenFfMiQli0ARoUO8D3KZdTqVVjmkVx2LoWFEtfPLBsbkO8j6z4ybHIzxHBWKZGHMjdAXG83c/mD2Pcya8vxm60lJQ4nzHSMPdUkvU+nsR16m/6mNVNs82ibfWttkj2ajTrhNEye7NGu1g4LBT/KDzoPZ72E2lMc3W3vcOA0CQ3ZCTLj3u/Pp2b2GYJDoyisA8BPb6ZY26hPc79sgnu2LdEob3X1jaUjjhOJB5N7Zt+0+3UMfQX8X/we9BzOU/mHMhvI8c5ouCFJ380fGWNJmvHim98vbKzHrjVt2G5r/wN6fL/q80xlJvrJ+80wW+o/nP5ePLybgf0Du6Vgas/6lecD1YPY9zIbyOHN2oLSWMFVY4VBi8SYtENhuGVTTRzm8ZNVV1Rq3UoHZo5kG0qDNS9jklQHQZuNyPvaUElH8Or2Gh7LP3l4PZl/EbCj/fGlMO0SpgcXQsWtHTN5u8/vuGMncLW1f2k0ZETrczD5pDN7NEkp6DRDJVezLOFAb//3hYYm661OK7I2bBzPQ/zOYQXl+2Jp1KH2uCuqY5dwsEeiKBgfu2PTu5uE2qJOeh+LEB0Ee1eLM0jBrm50pTQiaDo22ePY6mGVdX8CsK88PW+PnHaPRsaZ/4dELx1iGz1Rn2VnRLfvzgGO/mJFXSpKKuu7AdLzMOPubgnHzp6oU6smnzsbBLDf9AmZdeVx9r0zjONXzdsmpq0fa1admE0WDaaXjSVT7EZEbr4ge5zSXf1ramd9Av2TqjuiTz3tluTTDcQpFgy/pFo6Swsg5mH0Ps748nK0V/9aXkwOSGUmSw9ahSp3XA6lRzwR405viQFzQpnZN6pHzm+4z+311w3KW/cmnPxuW5rtvQp58XLRe3s2MlrukPkaz9+bbwexzmA3l/b21yBQlaMuNqxmdWISDg2Bqbou3brle0NGehNdmF8ZtkikUKnkmEdmDV3LfZS06QZ/7M8WcXkEwFos1f7lai6QXJQ9mIfcRzLA8XkppdXd6hQ6RTGIWHDQy19lTCqW9yXTBIsHYhYUQu37hoJJczbNP8aO40k098FkGg9ZB6Ckc2Uttm1noYPY9zIby+iaEUlA5s1rHchMDFhtDVBHYOa+qlQ5qIDLGhQcr25nSGNQpnWM0DbABFWq/VmHW7sbqbpQdzHLFFzAbyouZU5OiDhf1fjD7RBtOkRIT6lrq67FAmoKMlNrq/j1V86G0UJW7vn/p6GoHTI1T2Cu++7a65G2Gcsfgnvtp6Yv766KYXmlyjFfcOJh9DLOhvLvOKR6qlDLYMXtuEJfxB4k600uzzwuNpkacs+wXyZRHpKAqPXIgKx7k1Wxn6vPeYt95UMg2pZOEdAMJZL2v2ZmyQru30OW/p5zU03A+mJHYFzDryovrnJc2wfPuu2eBAzlZvOvW5+62/1a6VctjZ/tNqM6LEQetCR1BQ+XY3ozn/Oiqmo7jCZxmiW7YaCOb66KnB7OvYdaVPzxsjUaYRp/a4lPfXcceCqVK7gWzqeDOpKQbWObTEPBiqCtGifT0+21XB6o16tY9w2nI1q+U0D7uHsw+hxmUx3VrL3v7BawjSE8vM0M/rH1my0ZlfBoZlrb3NjODzWBlaO5kq706vwj8FMEXsq7yG2VBdEt5h1/16WA2aoyaH8NsKKI39ziecsop/3flD0tjnnLKKf8/y/lynnLKj5bz5TzllB8t58t5yik/Ws6X85RTfrScL+cpp/xo+V/ONNBMp5Ih0QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for c in centers:\n",
    "    a=np.zeros((100,100,3)) #image \n",
    "    a[:,:,:]=c #so image will broadcast into a of the cluster center from img\n",
    "    \n",
    "    plt.imshow(a/255) #a should be in 0 and 1\n",
    "    plt.axis(\"off\") #removing axis \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(236400,)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "km.labels_#it will give cluster number associated with a cluster\n",
    "km.labels_.shape #showing number of cluster "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 0, 0],\n",
       "       [0, 0, 0],\n",
       "       [0, 0, 0],\n",
       "       ...,\n",
       "       [0, 0, 0],\n",
       "       [0, 0, 0],\n",
       "       [0, 0, 0]], dtype=uint32)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_img = np.zeros((all_pixels.shape[0], 3), dtype=\"uint\")\n",
    "new_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(236400, 3)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_img.shape\n",
    "#you have same shape of image eariler of Pixels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# giving appropriate colors to the pixel/data points of new image\n",
    "for ix in range(all_pixels.shape[0]):\n",
    "    new_img[ix] = centers[km.labels_[ix]]\n",
    "#in this we are iterating over all the points of image alloting all the color we have to new image\n",
    "#colors are in center "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_img = new_img.reshape((600, 394,3))\n",
    "plt.imshow(img)\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "plt.axis('off')\n",
    "plt.imshow(new_img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
